提交其余项目实验变更
This commit is contained in:
+9
@@ -0,0 +1,9 @@
|
||||
expert,n_seeds,conditions_averaged,corrupt_macro_f1_mean,corrupt_macro_f1_seed_sd,corrupt_mae_mean,corrupt_mae_seed_sd,corrupt_pearson_mean,corrupt_pearson_seed_sd,corrupt_available_position_fraction_mean,corrupt_available_position_fraction_seed_sd
|
||||
T,3,15,0.589757307588876,0.0020352263518919928,0.6427479929394192,0.011099141735671992,0.6055934960695915,0.011249087713636004,0.4713144275877211,0.0009020844190840855
|
||||
A,3,15,0.31808865690767957,0.021317873724056042,0.7786133103900484,0.02215640639085551,0.2517374183437017,0.056858036666330804,0.41234615974956085,0.0006123395125548464
|
||||
V,3,15,0.4294686868255882,0.00702363166013299,0.746937084197998,0.018509741647116298,0.3397204968144785,0.03755825627467872,0.38980709380573697,0.0007666997275958537
|
||||
TA,3,15,0.5669756392100714,0.01133309602845077,0.6594201882680256,0.01470301824398307,0.5769403121670593,0.018611300259088026,0.39344567192925345,0.001209217023352635
|
||||
TV,3,15,0.5614920808228451,0.019711265507630443,0.6670825415187411,0.023795316023615953,0.567084624145485,0.0207702286048309,0.3718882878621419,0.0013093468654614014
|
||||
AV,3,15,0.39277649494622896,0.020026357257377843,0.7993785394562615,0.035564809067982435,0.34948917366719146,0.02272610332661933,0.37169109582901,0.0008765253565872557
|
||||
TAV,3,15,0.5310708763875678,0.04085138769461332,0.7081663846969605,0.04967350356763789,0.5417887241832338,0.025764587032271177,0.353772289885415,0.0014139247968273899
|
||||
learned_router,3,15,0.5996814814915562,0.009482724136440013,0.6405956612692939,0.01886112793147847,0.6049016689353811,0.007374661467605528,0.4902148962148963,0.00031441255612441293
|
||||
|
@@ -0,0 +1,385 @@
|
||||
method,seed,condition,missing_rate,expert,n_valid,available_position_fraction,accuracy,macro_f1,mae,pearson
|
||||
B5_mofe_mlp,42,clean,0.0,learned_router,728,0.5117582417582418,0.6538461538461539,0.6219292861291515,0.6228764653205872,0.6143991681634768
|
||||
B5_mofe_mlp,42,clean,0.0,T,728,0.5117582678794861,0.6304945054945055,0.595530036337148,0.6439221501350403,0.6129421272609571
|
||||
B5_mofe_mlp,42,clean,0.0,A,728,0.47049450874328613,0.47527472527472525,0.298145070470697,0.7733861207962036,0.18784970953005917
|
||||
B5_mofe_mlp,42,clean,0.0,V,728,0.44483518600463867,0.5027472527472527,0.40175895555984303,0.766243577003479,0.24655662252226374
|
||||
B5_mofe_mlp,42,clean,0.0,TA,728,0.47049450874328613,0.6126373626373627,0.5778441259738553,0.6754669547080994,0.5976612786856457
|
||||
B5_mofe_mlp,42,clean,0.0,TV,728,0.44483518600463867,0.5659340659340659,0.5313464424314036,0.6711714267730713,0.5439696393509325
|
||||
B5_mofe_mlp,42,clean,0.0,AV,728,0.44483518600463867,0.39972527472527475,0.32010564554339865,0.8058619499206543,0.28534741724537543
|
||||
B5_mofe_mlp,42,clean,0.0,TAV,728,0.44483518600463867,0.5192307692307693,0.5075932022075595,0.7201082110404968,0.5295943406640352
|
||||
B5_mofe_mlp,42,text_10,0.1,learned_router,728,0.5092032967032967,0.6497252747252747,0.6156314005702952,0.6238095760345459,0.6073313719228126
|
||||
B5_mofe_mlp,42,text_10,0.1,T,728,0.46244505047798157,0.625,0.586687579750888,0.6396907567977905,0.6069353813986993
|
||||
B5_mofe_mlp,42,text_10,0.1,A,728,0.47049450874328613,0.4725274725274725,0.29847247595086945,0.7734847068786621,0.1872762163407035
|
||||
B5_mofe_mlp,42,text_10,0.1,V,728,0.44483518600463867,0.5013736263736264,0.40093402112196824,0.7681401968002319,0.23859035367845496
|
||||
B5_mofe_mlp,42,text_10,0.1,TA,728,0.4237362742424011,0.6043956043956044,0.5640906610207688,0.6682834029197693,0.5903746167194355
|
||||
B5_mofe_mlp,42,text_10,0.1,TV,728,0.40118134021759033,0.5590659340659341,0.5191159133025295,0.6736815571784973,0.5364920078295683
|
||||
B5_mofe_mlp,42,text_10,0.1,AV,728,0.44483518600463867,0.39697802197802196,0.31798635878496145,0.8078023195266724,0.280227031807917
|
||||
B5_mofe_mlp,42,text_10,0.1,TAV,728,0.40118134021759033,0.5233516483516484,0.5067270736643431,0.7274371385574341,0.5169177462509623
|
||||
B5_mofe_mlp,42,audio_10,0.1,learned_router,728,0.5117582417582418,0.6497252747252747,0.6192151480683822,0.6202160716056824,0.6147259952822673
|
||||
B5_mofe_mlp,42,audio_10,0.1,T,728,0.5117582678794861,0.6291208791208791,0.5945275158931668,0.6429776549339294,0.6132756084561103
|
||||
B5_mofe_mlp,42,audio_10,0.1,A,728,0.42186814546585083,0.5206043956043956,0.3800213409408812,0.7459056973457336,0.34520880073060467
|
||||
B5_mofe_mlp,42,audio_10,0.1,V,728,0.44483518600463867,0.5027472527472527,0.40304222030887615,0.7655854225158691,0.2472653367702658
|
||||
B5_mofe_mlp,42,audio_10,0.1,TA,728,0.42186814546585083,0.6208791208791209,0.5887443905119517,0.6653785705566406,0.6021204010545738
|
||||
B5_mofe_mlp,42,audio_10,0.1,TV,728,0.44483518600463867,0.5645604395604396,0.5312885900336469,0.6704310178756714,0.5439517824131759
|
||||
B5_mofe_mlp,42,audio_10,0.1,AV,728,0.3990384638309479,0.4642857142857143,0.3849597770559165,0.7626285552978516,0.3957500275879042
|
||||
B5_mofe_mlp,42,audio_10,0.1,TAV,728,0.3990384638309479,0.5343406593406593,0.5227392208880216,0.6968366503715515,0.5554522305845234
|
||||
B5_mofe_mlp,42,vision_10,0.1,learned_router,728,0.5117582417582418,0.6497252747252747,0.617790322593887,0.6200696229934692,0.6170344442601211
|
||||
B5_mofe_mlp,42,vision_10,0.1,T,728,0.5117582678794861,0.6291208791208791,0.5943509173547352,0.644621729850769,0.6129819496927139
|
||||
B5_mofe_mlp,42,vision_10,0.1,A,728,0.47049450874328613,0.4766483516483517,0.2989428209119208,0.7728793621063232,0.1876997393849426
|
||||
B5_mofe_mlp,42,vision_10,0.1,V,728,0.3976648449897766,0.521978021978022,0.43087711258901057,0.7396351099014282,0.3554676006672735
|
||||
B5_mofe_mlp,42,vision_10,0.1,TA,728,0.47049450874328613,0.6098901098901099,0.5742147768264858,0.6766068339347839,0.5972162162499693
|
||||
B5_mofe_mlp,42,vision_10,0.1,TV,728,0.3976648449897766,0.5865384615384616,0.55296383612865,0.6538857817649841,0.5634816451275405
|
||||
B5_mofe_mlp,42,vision_10,0.1,AV,728,0.3976648449897766,0.4697802197802198,0.3822322738135533,0.7551642656326294,0.38427666063984023
|
||||
B5_mofe_mlp,42,vision_10,0.1,TAV,728,0.3976648449897766,0.5494505494505495,0.5360678828855083,0.6838967800140381,0.5509729751679995
|
||||
B5_mofe_mlp,42,audio_vision_10,0.1,learned_router,728,0.5117582417582418,0.6524725274725275,0.6211709858768683,0.620396614074707,0.6150188131976286
|
||||
B5_mofe_mlp,42,audio_vision_10,0.1,T,728,0.5117582678794861,0.6304945054945055,0.5962642544403453,0.6440324783325195,0.6128135963865373
|
||||
B5_mofe_mlp,42,audio_vision_10,0.1,A,728,0.42197802662849426,0.5123626373626373,0.3684800611034152,0.7456803917884827,0.33199125335675117
|
||||
B5_mofe_mlp,42,audio_vision_10,0.1,V,728,0.39917582273483276,0.5288461538461539,0.4393232991026214,0.7295647859573364,0.3589534058253107
|
||||
B5_mofe_mlp,42,audio_vision_10,0.1,TA,728,0.42197802662849426,0.6071428571428571,0.5708085735541816,0.6724270582199097,0.6024972861010555
|
||||
B5_mofe_mlp,42,audio_vision_10,0.1,TV,728,0.39917582273483276,0.5824175824175825,0.5450890570908877,0.6524452567100525,0.5628685312944325
|
||||
B5_mofe_mlp,42,audio_vision_10,0.1,AV,728,0.39917582273483276,0.4807692307692308,0.3902098705265415,0.7563263773918152,0.3809815404834876
|
||||
B5_mofe_mlp,42,audio_vision_10,0.1,TAV,728,0.39917582273483276,0.5508241758241759,0.5380789099976825,0.6938035488128662,0.5469243453503756
|
||||
B5_mofe_mlp,42,all_modalities_10,0.1,learned_router,728,0.4626098901098901,0.6414835164835165,0.6107226107226107,0.6245603561401367,0.6099878332655955
|
||||
B5_mofe_mlp,42,all_modalities_10,0.1,T,728,0.4626098871231079,0.6236263736263736,0.5896180574655738,0.644334077835083,0.6061672135521097
|
||||
B5_mofe_mlp,42,all_modalities_10,0.1,A,728,0.42359891533851624,0.47802197802197804,0.29851508448322833,0.7703589200973511,0.19932722734527986
|
||||
B5_mofe_mlp,42,all_modalities_10,0.1,V,728,0.401016503572464,0.5096153846153846,0.40743192506208387,0.7642088532447815,0.2536262411288443
|
||||
B5_mofe_mlp,42,all_modalities_10,0.1,TA,728,0.42359891533851624,0.6071428571428571,0.5695040612711005,0.6758896708488464,0.5936467906721097
|
||||
B5_mofe_mlp,42,all_modalities_10,0.1,TV,728,0.401016503572464,0.5769230769230769,0.5415381488196198,0.672159731388092,0.5447658722890104
|
||||
B5_mofe_mlp,42,all_modalities_10,0.1,AV,728,0.401016503572464,0.4024725274725275,0.3202895136648401,0.8006964921951294,0.28858272134328355
|
||||
B5_mofe_mlp,42,all_modalities_10,0.1,TAV,728,0.401016503572464,0.5192307692307693,0.5060589429054257,0.7209683060646057,0.5279373251382632
|
||||
B5_mofe_mlp,42,text_20,0.2,learned_router,728,0.5065384615384615,0.6304945054945055,0.5904030390809835,0.6350097060203552,0.5945970800346047
|
||||
B5_mofe_mlp,42,text_20,0.2,T,728,0.4137362837791443,0.6277472527472527,0.5834715774578197,0.6387249231338501,0.5959559379397134
|
||||
B5_mofe_mlp,42,text_20,0.2,A,728,0.47049450874328613,0.47115384615384615,0.2975569493673755,0.7751386761665344,0.17787621670831064
|
||||
B5_mofe_mlp,42,text_20,0.2,V,728,0.44483518600463867,0.49313186813186816,0.3957467065496128,0.7714186310768127,0.22587166430826042
|
||||
B5_mofe_mlp,42,text_20,0.2,TA,728,0.377692312002182,0.6043956043956044,0.5611937927949194,0.6714186668395996,0.5678669128762814
|
||||
B5_mofe_mlp,42,text_20,0.2,TV,728,0.35653847455978394,0.5686813186813187,0.5239313100098085,0.681026816368103,0.526936547599484
|
||||
B5_mofe_mlp,42,text_20,0.2,AV,728,0.44483518600463867,0.39972527472527475,0.31990146004230513,0.8130425810813904,0.2707806717799165
|
||||
B5_mofe_mlp,42,text_20,0.2,TAV,728,0.35653847455978394,0.5192307692307693,0.49528792280719197,0.7405415773391724,0.5088571560275247
|
||||
B5_mofe_mlp,42,audio_20,0.2,learned_router,728,0.5117582417582418,0.6483516483516484,0.6152893789223305,0.6198974251747131,0.6158397838233138
|
||||
B5_mofe_mlp,42,audio_20,0.2,T,728,0.5117582678794861,0.6277472527472527,0.5934285449238298,0.6425583362579346,0.6129603628587058
|
||||
B5_mofe_mlp,42,audio_20,0.2,A,728,0.37777474522590637,0.5370879120879121,0.4088556651206101,0.721038818359375,0.408803633397513
|
||||
B5_mofe_mlp,42,audio_20,0.2,V,728,0.44483518600463867,0.5027472527472527,0.4043940692076286,0.7664347290992737,0.24638264842704208
|
||||
B5_mofe_mlp,42,audio_20,0.2,TA,728,0.37777474522590637,0.6291208791208791,0.5983548479511946,0.6565340757369995,0.6034848427820116
|
||||
B5_mofe_mlp,42,audio_20,0.2,TV,728,0.44483518600463867,0.5618131868131868,0.5278821116181079,0.6707059144973755,0.5439704521908111
|
||||
B5_mofe_mlp,42,audio_20,0.2,AV,728,0.35697802901268005,0.49175824175824173,0.4044220197597692,0.7304497957229614,0.46939738334691383
|
||||
B5_mofe_mlp,42,audio_20,0.2,TAV,728,0.35697802901268005,0.554945054945055,0.5389342277853322,0.683380126953125,0.5631088893669088
|
||||
B5_mofe_mlp,42,vision_20,0.2,learned_router,728,0.5117582417582418,0.6497252747252747,0.6161050291578356,0.6227805614471436,0.6170723967407132
|
||||
B5_mofe_mlp,42,vision_20,0.2,T,728,0.5117582678794861,0.6304945054945055,0.595665938533476,0.6456263065338135,0.612921271986715
|
||||
B5_mofe_mlp,42,vision_20,0.2,A,728,0.47049450874328613,0.4739010989010989,0.294076640863259,0.772672712802887,0.19172033154149434
|
||||
B5_mofe_mlp,42,vision_20,0.2,V,728,0.3548901081085205,0.5494505494505495,0.4673960507937731,0.7191774845123291,0.4004459126810772
|
||||
B5_mofe_mlp,42,vision_20,0.2,TA,728,0.47049450874328613,0.6071428571428571,0.5708690749466393,0.6775083541870117,0.5974902100142974
|
||||
B5_mofe_mlp,42,vision_20,0.2,TV,728,0.3548901081085205,0.6016483516483516,0.5649164229707409,0.647191047668457,0.5713132865281553
|
||||
B5_mofe_mlp,42,vision_20,0.2,AV,728,0.3548901081085205,0.5137362637362637,0.43167042702402014,0.7291663289070129,0.416186430649655
|
||||
B5_mofe_mlp,42,vision_20,0.2,TAV,728,0.3548901081085205,0.5741758241758241,0.5579426783722908,0.6710066795349121,0.5582887705143701
|
||||
B5_mofe_mlp,42,audio_vision_20,0.2,learned_router,728,0.5117582417582418,0.6456043956043956,0.6124517381483326,0.6248074173927307,0.6073068166652785
|
||||
B5_mofe_mlp,42,audio_vision_20,0.2,T,728,0.5117582678794861,0.6291208791208791,0.5952612725131757,0.6444122791290283,0.6129037391710341
|
||||
B5_mofe_mlp,42,audio_vision_20,0.2,A,728,0.3742307722568512,0.5288461538461539,0.393885105990035,0.7293428778648376,0.3882759877201428
|
||||
B5_mofe_mlp,42,audio_vision_20,0.2,V,728,0.3539285659790039,0.5494505494505495,0.4675111779446084,0.7149078249931335,0.41871289651004223
|
||||
B5_mofe_mlp,42,audio_vision_20,0.2,TA,728,0.3742307722568512,0.6195054945054945,0.5844559446078783,0.669805645942688,0.600856133553038
|
||||
B5_mofe_mlp,42,audio_vision_20,0.2,TV,728,0.3539285659790039,0.5892857142857143,0.5537996616712025,0.6531057357788086,0.5563709753247387
|
||||
B5_mofe_mlp,42,audio_vision_20,0.2,AV,728,0.3539285659790039,0.4945054945054945,0.4048075528799828,0.7323312163352966,0.42436332986946057
|
||||
B5_mofe_mlp,42,audio_vision_20,0.2,TAV,728,0.3539285659790039,0.5535714285714286,0.5374035508293326,0.6750969290733337,0.5556165001105868
|
||||
B5_mofe_mlp,42,all_modalities_20,0.2,learned_router,728,0.41145604395604396,0.6401098901098901,0.6082957983542778,0.6285881400108337,0.6113174288636467
|
||||
B5_mofe_mlp,42,all_modalities_20,0.2,T,728,0.41145604848861694,0.6112637362637363,0.5753999256800798,0.6470811367034912,0.6110403575185562
|
||||
B5_mofe_mlp,42,all_modalities_20,0.2,A,728,0.37502747774124146,0.48214285714285715,0.30971805746653613,0.7708896994590759,0.19843845587271233
|
||||
B5_mofe_mlp,42,all_modalities_20,0.2,V,728,0.3545604348182678,0.5,0.40444384179778897,0.768601655960083,0.2478532037462523
|
||||
B5_mofe_mlp,42,all_modalities_20,0.2,TA,728,0.37502747774124146,0.6126373626373627,0.581822149187397,0.6791433691978455,0.5855705717441732
|
||||
B5_mofe_mlp,42,all_modalities_20,0.2,TV,728,0.3545604348182678,0.5714285714285714,0.5350638931866368,0.6752635836601257,0.5391820306204274
|
||||
B5_mofe_mlp,42,all_modalities_20,0.2,AV,728,0.3545604348182678,0.4065934065934066,0.33361946481005195,0.7985524535179138,0.28911163355771957
|
||||
B5_mofe_mlp,42,all_modalities_20,0.2,TAV,728,0.3545604348182678,0.5137362637362637,0.5016717439879469,0.7235588431358337,0.5228808277462639
|
||||
B5_mofe_mlp,42,text_30,0.3,learned_router,728,0.5034615384615385,0.614010989010989,0.5665382052109811,0.6587778925895691,0.5712246625860047
|
||||
B5_mofe_mlp,42,text_30,0.3,T,728,0.36975276470184326,0.6002747252747253,0.5489214966247952,0.6610612273216248,0.5660733797289579
|
||||
B5_mofe_mlp,42,text_30,0.3,A,728,0.47049450874328613,0.4739010989010989,0.29743008078567407,0.776188850402832,0.16784848141204534
|
||||
B5_mofe_mlp,42,text_30,0.3,V,728,0.44483518600463867,0.489010989010989,0.3906705384925391,0.7730352282524109,0.21533838045151854
|
||||
B5_mofe_mlp,42,text_30,0.3,TA,728,0.3367857336997986,0.5769230769230769,0.5309590282919976,0.6845227479934692,0.5380879936631464
|
||||
B5_mofe_mlp,42,text_30,0.3,TV,728,0.3170604407787323,0.5563186813186813,0.5074245114833101,0.6991907358169556,0.5079542890645365
|
||||
B5_mofe_mlp,42,text_30,0.3,AV,728,0.44483518600463867,0.38873626373626374,0.3106438181055198,0.8153451681137085,0.2564790729278157
|
||||
B5_mofe_mlp,42,text_30,0.3,TAV,728,0.3170604407787323,0.510989010989011,0.48202998092174165,0.7513630390167236,0.48075890078323275
|
||||
B5_mofe_mlp,42,audio_30,0.3,learned_router,728,0.5117582417582418,0.6414835164835165,0.6099992622632019,0.6212661862373352,0.6127160322638576
|
||||
B5_mofe_mlp,42,audio_30,0.3,T,728,0.5117582678794861,0.6304945054945055,0.5962642544403453,0.6413890719413757,0.6140594602256363
|
||||
B5_mofe_mlp,42,audio_30,0.3,A,728,0.32620880007743835,0.5480769230769231,0.4494048835498772,0.7181518077850342,0.4130353082081023
|
||||
B5_mofe_mlp,42,audio_30,0.3,V,728,0.44483518600463867,0.5027472527472527,0.40552179812400446,0.7659018635749817,0.24744836243929447
|
||||
B5_mofe_mlp,42,audio_30,0.3,TA,728,0.32620880007743835,0.6291208791208791,0.5964728532922603,0.6501738429069519,0.6030688423259514
|
||||
B5_mofe_mlp,42,audio_30,0.3,TV,728,0.44483518600463867,0.5618131868131868,0.5278372031251927,0.6705804467201233,0.5438638236128189
|
||||
B5_mofe_mlp,42,audio_30,0.3,AV,728,0.3069230914115906,0.49862637362637363,0.42544608223551644,0.7236812710762024,0.4526082943905184
|
||||
B5_mofe_mlp,42,audio_30,0.3,TAV,728,0.3069230914115906,0.5673076923076923,0.5511576680296482,0.6794568300247192,0.5516785851487167
|
||||
B5_mofe_mlp,42,vision_30,0.3,learned_router,728,0.5117582417582418,0.6442307692307693,0.6100360167586674,0.6305182576179504,0.6127016976409972
|
||||
B5_mofe_mlp,42,vision_30,0.3,T,728,0.5117582678794861,0.6263736263736264,0.59178963181016,0.6464172005653381,0.6124406407087638
|
||||
B5_mofe_mlp,42,vision_30,0.3,A,728,0.47049450874328613,0.47527472527472525,0.29307320983548674,0.7725724577903748,0.18981337716798075
|
||||
B5_mofe_mlp,42,vision_30,0.3,V,728,0.31381869316101074,0.5480769230769231,0.46141777713440435,0.7053895592689514,0.4504351953464994
|
||||
B5_mofe_mlp,42,vision_30,0.3,TA,728,0.47049450874328613,0.6112637362637363,0.5755727285311548,0.6785207986831665,0.5965958774703438
|
||||
B5_mofe_mlp,42,vision_30,0.3,TV,728,0.31381869316101074,0.5947802197802198,0.5518425273811883,0.6574218273162842,0.5668784897408216
|
||||
B5_mofe_mlp,42,vision_30,0.3,AV,728,0.31381869316101074,0.5027472527472527,0.413102983693412,0.7221376299858093,0.44235786176147723
|
||||
B5_mofe_mlp,42,vision_30,0.3,TAV,728,0.31381869316101074,0.5810439560439561,0.5627987997604266,0.6714197397232056,0.5504938666999736
|
||||
B5_mofe_mlp,42,audio_vision_30,0.3,learned_router,728,0.5117582417582418,0.6538461538461539,0.6220936984876739,0.6240691542625427,0.6123047776384958
|
||||
B5_mofe_mlp,42,audio_vision_30,0.3,T,728,0.5117582678794861,0.6291208791208791,0.5956657591699687,0.6447410583496094,0.6124816718027329
|
||||
B5_mofe_mlp,42,audio_vision_30,0.3,A,728,0.3259340822696686,0.5412087912087912,0.4293427018964002,0.7119898796081543,0.46116924292994144
|
||||
B5_mofe_mlp,42,audio_vision_30,0.3,V,728,0.30848902463912964,0.5741758241758241,0.5081685315054737,0.7036085724830627,0.46865253704666515
|
||||
B5_mofe_mlp,42,audio_vision_30,0.3,TA,728,0.3259340822696686,0.6167582417582418,0.5796313859552673,0.6652615070343018,0.6066108168106552
|
||||
B5_mofe_mlp,42,audio_vision_30,0.3,TV,728,0.30848902463912964,0.6085164835164835,0.5747678972005031,0.6532444953918457,0.5685189504949397
|
||||
B5_mofe_mlp,42,audio_vision_30,0.3,AV,728,0.30848902463912964,0.5178571428571429,0.4479560935960237,0.704010009765625,0.4737609457990894
|
||||
B5_mofe_mlp,42,audio_vision_30,0.3,TAV,728,0.30848902463912964,0.5769230769230769,0.5590219753958139,0.6671831011772156,0.5613400203043469
|
||||
B5_mofe_mlp,42,all_modalities_30,0.3,learned_router,728,0.3595054945054945,0.6442307692307693,0.6106062664769548,0.6119968891143799,0.6240023475516322
|
||||
B5_mofe_mlp,42,all_modalities_30,0.3,T,728,0.3595055043697357,0.6332417582417582,0.5994013685816965,0.6420187950134277,0.6142476274070523
|
||||
B5_mofe_mlp,42,all_modalities_30,0.3,A,728,0.326043963432312,0.4876373626373626,0.32114976052878363,0.7629672288894653,0.24577611782666536
|
||||
B5_mofe_mlp,42,all_modalities_30,0.3,V,728,0.3076648414134979,0.5137362637362637,0.41564992061683226,0.7619249224662781,0.26280751782695616
|
||||
B5_mofe_mlp,42,all_modalities_30,0.3,TA,728,0.326043963432312,0.6277472527472527,0.5901208902602798,0.6717715263366699,0.6055637792894115
|
||||
B5_mofe_mlp,42,all_modalities_30,0.3,TV,728,0.3076648414134979,0.5851648351648352,0.550384612243989,0.6579670906066895,0.5550817131264711
|
||||
B5_mofe_mlp,42,all_modalities_30,0.3,AV,728,0.3076648414134979,0.43131868131868134,0.3524060719327709,0.7886312007904053,0.2950171316134991
|
||||
B5_mofe_mlp,42,all_modalities_30,0.3,TAV,728,0.3076648414134979,0.5206043956043956,0.5084554432330729,0.7108278274536133,0.5347220240307088
|
||||
B5_mofe_mlp,3407,clean,0.0,learned_router,728,0.5117582417582418,0.635989010989011,0.604973907499834,0.6324349045753479,0.6151046626873287
|
||||
B5_mofe_mlp,3407,clean,0.0,T,728,0.5117582678794861,0.6002747252747253,0.589715106019248,0.6271728873252869,0.6222406477372165
|
||||
B5_mofe_mlp,3407,clean,0.0,A,728,0.47049450874328613,0.46703296703296704,0.25617731189594245,0.8055213093757629,0.08527234954826798
|
||||
B5_mofe_mlp,3407,clean,0.0,V,728,0.44483518600463867,0.45879120879120877,0.3911083700819353,0.7868513464927673,0.2733494259442715
|
||||
B5_mofe_mlp,3407,clean,0.0,TA,728,0.47049450874328613,0.5796703296703297,0.5637105051146315,0.6420981884002686,0.5835249000576797
|
||||
B5_mofe_mlp,3407,clean,0.0,TV,728,0.44483518600463867,0.6153846153846154,0.5641846149831432,0.6430084109306335,0.5929149001529713
|
||||
B5_mofe_mlp,3407,clean,0.0,AV,728,0.44483518600463867,0.3791208791208791,0.31403029968176926,0.8854933381080627,0.27891622253907705
|
||||
B5_mofe_mlp,3407,clean,0.0,TAV,728,0.44483518600463867,0.5879120879120879,0.5681219195313041,0.6709685921669006,0.5645502331565663
|
||||
B5_mofe_mlp,3407,text_10,0.1,learned_router,728,0.509010989010989,0.6318681318681318,0.5933228635123383,0.633339524269104,0.6112815975781888
|
||||
B5_mofe_mlp,3407,text_10,0.1,T,728,0.46123626828193665,0.614010989010989,0.5962559055831377,0.6278678774833679,0.6178578184774396
|
||||
B5_mofe_mlp,3407,text_10,0.1,A,728,0.47049450874328613,0.4642857142857143,0.24969978803929094,0.8068049550056458,0.080513190196943
|
||||
B5_mofe_mlp,3407,text_10,0.1,V,728,0.44483518600463867,0.4574175824175824,0.3878406396990897,0.7909943461418152,0.2623676162284545
|
||||
B5_mofe_mlp,3407,text_10,0.1,TA,728,0.4227197766304016,0.5879120879120879,0.5646643159293967,0.6490334868431091,0.5744750721425774
|
||||
B5_mofe_mlp,3407,text_10,0.1,TV,728,0.39942309260368347,0.6085164835164835,0.5474885374714241,0.6448301672935486,0.5895230801704665
|
||||
B5_mofe_mlp,3407,text_10,0.1,AV,728,0.44483518600463867,0.37774725274725274,0.3110187465790914,0.8889135718345642,0.2696459458776994
|
||||
B5_mofe_mlp,3407,text_10,0.1,TAV,728,0.39942309260368347,0.5934065934065934,0.563693177045021,0.6679768562316895,0.5622421569025232
|
||||
B5_mofe_mlp,3407,audio_10,0.1,learned_router,728,0.5117582417582418,0.635989010989011,0.6042690508274062,0.6318331956863403,0.6144226173077325
|
||||
B5_mofe_mlp,3407,audio_10,0.1,T,728,0.5117582678794861,0.5989010989010989,0.5878169018954168,0.6271204948425293,0.622383546006487
|
||||
B5_mofe_mlp,3407,audio_10,0.1,A,728,0.422802209854126,0.5027472527472527,0.332656408166132,0.7686276435852051,0.25398532291213505
|
||||
B5_mofe_mlp,3407,audio_10,0.1,V,728,0.44483518600463867,0.45604395604395603,0.38920601362461826,0.7875474095344543,0.2726621335461414
|
||||
B5_mofe_mlp,3407,audio_10,0.1,TA,728,0.422802209854126,0.5947802197802198,0.5806242036699651,0.6359114050865173,0.5923569117539921
|
||||
B5_mofe_mlp,3407,audio_10,0.1,TV,728,0.44483518600463867,0.6167582417582418,0.5663217661957952,0.6429393291473389,0.5927652831204141
|
||||
B5_mofe_mlp,3407,audio_10,0.1,AV,728,0.3992857336997986,0.44505494505494503,0.40079404466501245,0.8398518562316895,0.37350789652686583
|
||||
B5_mofe_mlp,3407,audio_10,0.1,TAV,728,0.3992857336997986,0.5879120879120879,0.5677938460265421,0.6635177135467529,0.5747748964548253
|
||||
B5_mofe_mlp,3407,vision_10,0.1,learned_router,728,0.5117582417582418,0.6387362637362637,0.6078729015399154,0.6297808885574341,0.6157341493803992
|
||||
B5_mofe_mlp,3407,vision_10,0.1,T,728,0.5117582678794861,0.5989010989010989,0.5881686695855791,0.6271765232086182,0.6224112929540812
|
||||
B5_mofe_mlp,3407,vision_10,0.1,A,728,0.47049450874328613,0.4697802197802198,0.2617495652772756,0.8053902387619019,0.08562704392462114
|
||||
B5_mofe_mlp,3407,vision_10,0.1,V,728,0.39975276589393616,0.5164835164835165,0.4530382033974704,0.7460650205612183,0.37016954440873484
|
||||
B5_mofe_mlp,3407,vision_10,0.1,TA,728,0.47049450874328613,0.5810439560439561,0.5652874494272252,0.6420679092407227,0.5835241242239276
|
||||
B5_mofe_mlp,3407,vision_10,0.1,TV,728,0.39975276589393616,0.6208791208791209,0.5716893090185614,0.636868417263031,0.5996523024591878
|
||||
B5_mofe_mlp,3407,vision_10,0.1,AV,728,0.39975276589393616,0.4340659340659341,0.3798771393241414,0.8302300572395325,0.3660266205867799
|
||||
B5_mofe_mlp,3407,vision_10,0.1,TAV,728,0.39975276589393616,0.5975274725274725,0.5773266951804078,0.6591137051582336,0.5739229519759457
|
||||
B5_mofe_mlp,3407,audio_vision_10,0.1,learned_router,728,0.5117582417582418,0.625,0.5961079542334627,0.630139172077179,0.614822589976647
|
||||
B5_mofe_mlp,3407,audio_vision_10,0.1,T,728,0.5117582678794861,0.6002747252747253,0.5895426241854899,0.6275323629379272,0.6220930103186073
|
||||
B5_mofe_mlp,3407,audio_vision_10,0.1,A,728,0.42197802662849426,0.4793956043956044,0.2964038513186514,0.7789897918701172,0.23988959094939177
|
||||
B5_mofe_mlp,3407,audio_vision_10,0.1,V,728,0.39879122376441956,0.4945054945054945,0.44061682531723784,0.7518568634986877,0.3852922869623105
|
||||
B5_mofe_mlp,3407,audio_vision_10,0.1,TA,728,0.42197802662849426,0.5906593406593407,0.5759372217914477,0.6386086344718933,0.5889149366423129
|
||||
B5_mofe_mlp,3407,audio_vision_10,0.1,TV,728,0.39879122376441956,0.6195054945054945,0.5730831708901883,0.6402206420898438,0.5971609331392899
|
||||
B5_mofe_mlp,3407,audio_vision_10,0.1,AV,728,0.39879122376441956,0.4409340659340659,0.39365944462354036,0.8360045552253723,0.3745781671523048
|
||||
B5_mofe_mlp,3407,audio_vision_10,0.1,TAV,728,0.39879122376441956,0.5879120879120879,0.5702051410805352,0.6638662219047546,0.5713070522068541
|
||||
B5_mofe_mlp,3407,all_modalities_10,0.1,learned_router,728,0.4610164835164835,0.6195054945054945,0.5890880499595165,0.6359822750091553,0.6113081341411937
|
||||
B5_mofe_mlp,3407,all_modalities_10,0.1,T,728,0.4610165059566498,0.5934065934065934,0.5840003133946626,0.63011234998703,0.6190677754940976
|
||||
B5_mofe_mlp,3407,all_modalities_10,0.1,A,728,0.4225274920463562,0.47115384615384615,0.2646409174971828,0.8042469024658203,0.08459586170402346
|
||||
B5_mofe_mlp,3407,all_modalities_10,0.1,V,728,0.399478018283844,0.46016483516483514,0.39465376804402846,0.7862517237663269,0.2773311673393334
|
||||
B5_mofe_mlp,3407,all_modalities_10,0.1,TA,728,0.4225274920463562,0.5824175824175825,0.5671818574180514,0.6445117592811584,0.5822325728126405
|
||||
B5_mofe_mlp,3407,all_modalities_10,0.1,TV,728,0.399478018283844,0.6043956043956044,0.5508070001152509,0.6478139162063599,0.5896831592571647
|
||||
B5_mofe_mlp,3407,all_modalities_10,0.1,AV,728,0.399478018283844,0.3873626373626374,0.32667745632365675,0.8781699538230896,0.28384176543794837
|
||||
B5_mofe_mlp,3407,all_modalities_10,0.1,TAV,728,0.399478018283844,0.5796703296703297,0.5603794485883429,0.6692947745323181,0.5686062320667473
|
||||
B5_mofe_mlp,3407,text_20,0.2,learned_router,728,0.5066758241758241,0.6195054945054945,0.5755820027236789,0.6454524993896484,0.593560555068977
|
||||
B5_mofe_mlp,3407,text_20,0.2,T,728,0.4073077142238617,0.6016483516483516,0.5744089403315806,0.6390801072120667,0.6021358689203483
|
||||
B5_mofe_mlp,3407,text_20,0.2,A,728,0.47049450874328613,0.4642857142857143,0.2494552539431357,0.8059768080711365,0.07746170464833917
|
||||
B5_mofe_mlp,3407,text_20,0.2,V,728,0.44483518600463867,0.45467032967032966,0.38380648966660313,0.793641984462738,0.24830679616913864
|
||||
B5_mofe_mlp,3407,text_20,0.2,TA,728,0.3711263835430145,0.5741758241758241,0.5418661031211773,0.6627365946769714,0.560477116430549
|
||||
B5_mofe_mlp,3407,text_20,0.2,TV,728,0.3507142961025238,0.603021978021978,0.5357923985725986,0.6560191512107849,0.57324278460567
|
||||
B5_mofe_mlp,3407,text_20,0.2,AV,728,0.44483518600463867,0.3791208791208791,0.3126586105031628,0.8910257816314697,0.2565337001789869
|
||||
B5_mofe_mlp,3407,text_20,0.2,TAV,728,0.3507142961025238,0.5934065934065934,0.5604543054498898,0.6754387021064758,0.5450045495235731
|
||||
B5_mofe_mlp,3407,audio_20,0.2,learned_router,728,0.5117582417582418,0.6332417582417582,0.6046231856798019,0.6310903429985046,0.6172434069189507
|
||||
B5_mofe_mlp,3407,audio_20,0.2,T,728,0.5117582678794861,0.6002747252747253,0.5893745342941709,0.6272591948509216,0.6221016536867588
|
||||
B5_mofe_mlp,3407,audio_20,0.2,A,728,0.3748626410961151,0.4945054945054945,0.3373484461000103,0.7447602152824402,0.3567551983127843
|
||||
B5_mofe_mlp,3407,audio_20,0.2,V,728,0.44483518600463867,0.46016483516483514,0.3944283930013793,0.788540244102478,0.2723841073830063
|
||||
B5_mofe_mlp,3407,audio_20,0.2,TA,728,0.3748626410961151,0.5975274725274725,0.5831680958487365,0.6350200176239014,0.5940989862125469
|
||||
B5_mofe_mlp,3407,audio_20,0.2,TV,728,0.44483518600463867,0.6167582417582418,0.5667282248122798,0.6437039375305176,0.5927169318926079
|
||||
B5_mofe_mlp,3407,audio_20,0.2,AV,728,0.35401099920272827,0.4697802197802198,0.42693867646678624,0.8040833473205566,0.41986353119227654
|
||||
B5_mofe_mlp,3407,audio_20,0.2,TAV,728,0.35401099920272827,0.6002747252747253,0.5813735202449936,0.6587744355201721,0.5783157554155207
|
||||
B5_mofe_mlp,3407,vision_20,0.2,learned_router,728,0.5117582417582418,0.635989010989011,0.6063745521197687,0.6304876804351807,0.6140966219851783
|
||||
B5_mofe_mlp,3407,vision_20,0.2,T,728,0.5117582678794861,0.6002747252747253,0.5892252758196194,0.6273123025894165,0.6225083846238101
|
||||
B5_mofe_mlp,3407,vision_20,0.2,A,728,0.47049450874328613,0.4684065934065934,0.25920850508591314,0.8053038716316223,0.085792392341107
|
||||
B5_mofe_mlp,3407,vision_20,0.2,V,728,0.3525000214576721,0.5288461538461539,0.4720058888479941,0.7252842783927917,0.41317305592752934
|
||||
B5_mofe_mlp,3407,vision_20,0.2,TA,728,0.47049450874328613,0.5824175824175825,0.5670673740607254,0.6420120000839233,0.584068084198822
|
||||
B5_mofe_mlp,3407,vision_20,0.2,TV,728,0.3525000214576721,0.625,0.5781351467902999,0.6339038610458374,0.5999732210847242
|
||||
B5_mofe_mlp,3407,vision_20,0.2,AV,728,0.3525000214576721,0.47802197802197804,0.4364142415752362,0.7915685176849365,0.4020386709009841
|
||||
B5_mofe_mlp,3407,vision_20,0.2,TAV,728,0.3525000214576721,0.6181318681318682,0.5982469512967439,0.656253457069397,0.5726154586560915
|
||||
B5_mofe_mlp,3407,audio_vision_20,0.2,learned_router,728,0.5117582417582418,0.635989010989011,0.609224910808655,0.6240155696868896,0.6185045310430713
|
||||
B5_mofe_mlp,3407,audio_vision_20,0.2,T,728,0.5117582678794861,0.5989010989010989,0.5883115478052187,0.6270718574523926,0.6227611193021018
|
||||
B5_mofe_mlp,3407,audio_vision_20,0.2,A,728,0.36782968044281006,0.5123626373626373,0.3814657210401891,0.7518494725227356,0.33531566843891375
|
||||
B5_mofe_mlp,3407,audio_vision_20,0.2,V,728,0.34728023409843445,0.5247252747252747,0.4843248302906597,0.7358435392379761,0.4214118417347598
|
||||
B5_mofe_mlp,3407,audio_vision_20,0.2,TA,728,0.36782968044281006,0.6002747252747253,0.5892792851694453,0.6287823915481567,0.6006773690433412
|
||||
B5_mofe_mlp,3407,audio_vision_20,0.2,TV,728,0.34728023409843445,0.6332417582417582,0.5964419732456347,0.6303028464317322,0.6076400918884116
|
||||
B5_mofe_mlp,3407,audio_vision_20,0.2,AV,728,0.34728023409843445,0.46565934065934067,0.4355944055944056,0.802980363368988,0.416563986982085
|
||||
B5_mofe_mlp,3407,audio_vision_20,0.2,TAV,728,0.34728023409843445,0.6002747252747253,0.5862363095320736,0.6544463038444519,0.585378576750997
|
||||
B5_mofe_mlp,3407,all_modalities_20,0.2,learned_router,728,0.40958791208791206,0.6332417582417582,0.6079307048305954,0.634419858455658,0.6044717331613441
|
||||
B5_mofe_mlp,3407,all_modalities_20,0.2,T,728,0.40958791971206665,0.6002747252747253,0.5899048320687862,0.6346542835235596,0.6100138467500781
|
||||
B5_mofe_mlp,3407,all_modalities_20,0.2,A,728,0.3732692301273346,0.4739010989010989,0.27165625210557365,0.8040054440498352,0.10424704916947851
|
||||
B5_mofe_mlp,3407,all_modalities_20,0.2,V,728,0.3524450659751892,0.4642857142857143,0.40252151018656984,0.7802431583404541,0.29135073297647346
|
||||
B5_mofe_mlp,3407,all_modalities_20,0.2,TA,728,0.3732692301273346,0.5686813186813187,0.5572575422788313,0.6487622261047363,0.572519010283675
|
||||
B5_mofe_mlp,3407,all_modalities_20,0.2,TV,728,0.3524450659751892,0.6126373626373627,0.5629491230638092,0.6498149037361145,0.5810132494000526
|
||||
B5_mofe_mlp,3407,all_modalities_20,0.2,AV,728,0.3524450659751892,0.3956043956043956,0.3405710346065853,0.8701844215393066,0.3057071236393479
|
||||
B5_mofe_mlp,3407,all_modalities_20,0.2,TAV,728,0.3524450659751892,0.5837912087912088,0.5631923344724951,0.6739726066589355,0.559728632496238
|
||||
B5_mofe_mlp,3407,text_30,0.3,learned_router,728,0.5033791208791208,0.6181318681318682,0.5733540937906745,0.6566742658615112,0.566892564181419
|
||||
B5_mofe_mlp,3407,text_30,0.3,T,728,0.36063188314437866,0.6112637362637363,0.5806932321558671,0.6485380530357361,0.579561962998976
|
||||
B5_mofe_mlp,3407,text_30,0.3,A,728,0.47049450874328613,0.46703296703296704,0.2536900771342752,0.8093824982643127,0.062449242058257734
|
||||
B5_mofe_mlp,3407,text_30,0.3,V,728,0.44483518600463867,0.4409340659340659,0.3710188660549014,0.7965743541717529,0.2468807094370837
|
||||
B5_mofe_mlp,3407,text_30,0.3,TA,728,0.32774725556373596,0.592032967032967,0.5537539943729123,0.6646007299423218,0.5395408779465738
|
||||
B5_mofe_mlp,3407,text_30,0.3,TV,728,0.30873626470565796,0.6016483516483516,0.5385391277047284,0.6617969870567322,0.5533827408893808
|
||||
B5_mofe_mlp,3407,text_30,0.3,AV,728,0.44483518600463867,0.37225274725274726,0.3029182824443429,0.8928882479667664,0.25637364632868326
|
||||
B5_mofe_mlp,3407,text_30,0.3,TAV,728,0.30873626470565796,0.5865384615384616,0.5490273643806375,0.6738438010215759,0.5345429351694087
|
||||
B5_mofe_mlp,3407,audio_30,0.3,learned_router,728,0.5117582417582418,0.6332417582417582,0.604260667390971,0.6289573907852173,0.6173815327526297
|
||||
B5_mofe_mlp,3407,audio_30,0.3,T,728,0.5117582678794861,0.6002747252747253,0.5893745342941709,0.6269524693489075,0.6225360827025238
|
||||
B5_mofe_mlp,3407,audio_30,0.3,A,728,0.3245879113674164,0.532967032967033,0.41756519321424274,0.7341850399971008,0.41121987797045906
|
||||
B5_mofe_mlp,3407,audio_30,0.3,V,728,0.44483518600463867,0.45054945054945056,0.3832106337593439,0.788564920425415,0.27355794624988927
|
||||
B5_mofe_mlp,3407,audio_30,0.3,TA,728,0.3245879113674164,0.6085164835164835,0.5930238521146932,0.6325163841247559,0.5979866380346056
|
||||
B5_mofe_mlp,3407,audio_30,0.3,TV,728,0.44483518600463867,0.6112637362637363,0.5583419641348294,0.6421341300010681,0.5937514966892242
|
||||
B5_mofe_mlp,3407,audio_30,0.3,AV,728,0.30483517050743103,0.5,0.4623444097193838,0.7733940482139587,0.4553589450889685
|
||||
B5_mofe_mlp,3407,audio_30,0.3,TAV,728,0.30483517050743103,0.614010989010989,0.5938581135634877,0.6490943431854248,0.594392630535773
|
||||
B5_mofe_mlp,3407,vision_30,0.3,learned_router,728,0.5117582417582418,0.6332417582417582,0.6016029959347541,0.6318032145500183,0.6125144009888801
|
||||
B5_mofe_mlp,3407,vision_30,0.3,T,728,0.5117582678794861,0.5989010989010989,0.5879942456720697,0.627319872379303,0.622716023566736
|
||||
B5_mofe_mlp,3407,vision_30,0.3,A,728,0.47049450874328613,0.4697802197802198,0.26181694968773733,0.8051190972328186,0.08667342142486818
|
||||
B5_mofe_mlp,3407,vision_30,0.3,V,728,0.3087087869644165,0.5233516483516484,0.461764143838227,0.7223021984100342,0.4261833345686536
|
||||
B5_mofe_mlp,3407,vision_30,0.3,TA,728,0.47049450874328613,0.5824175824175825,0.5672280279314932,0.6419576406478882,0.5838877593870844
|
||||
B5_mofe_mlp,3407,vision_30,0.3,TV,728,0.3087087869644165,0.6112637362637363,0.5662069378393744,0.641978919506073,0.5924386504061155
|
||||
B5_mofe_mlp,3407,vision_30,0.3,AV,728,0.3087087869644165,0.49862637362637363,0.445456810889948,0.7776786088943481,0.42160082881328553
|
||||
B5_mofe_mlp,3407,vision_30,0.3,TAV,728,0.3087087869644165,0.6071428571428571,0.5854633810737848,0.6539671421051025,0.5750920229415292
|
||||
B5_mofe_mlp,3407,audio_vision_30,0.3,learned_router,728,0.5117582417582418,0.6318681318681318,0.6067614810631058,0.6228161454200745,0.6214083492458665
|
||||
B5_mofe_mlp,3407,audio_vision_30,0.3,T,728,0.5117582678794861,0.6002747252747253,0.5893745342941709,0.627665102481842,0.6221383829594522
|
||||
B5_mofe_mlp,3407,audio_vision_30,0.3,A,728,0.324972540140152,0.5425824175824175,0.43415828421831115,0.7195268273353577,0.4252793587336247
|
||||
B5_mofe_mlp,3407,audio_vision_30,0.3,V,728,0.30618131160736084,0.5521978021978022,0.5104487621775328,0.7024396657943726,0.48245166107283655
|
||||
B5_mofe_mlp,3407,audio_vision_30,0.3,TA,728,0.324972540140152,0.6085164835164835,0.5960454962258536,0.627300500869751,0.605465763886298
|
||||
B5_mofe_mlp,3407,audio_vision_30,0.3,TV,728,0.30618131160736084,0.6195054945054945,0.5821910607231708,0.6338788270950317,0.6053651346534237
|
||||
B5_mofe_mlp,3407,audio_vision_30,0.3,AV,728,0.30618131160736084,0.510989010989011,0.4810449552418117,0.7675954699516296,0.46180909475521414
|
||||
B5_mofe_mlp,3407,audio_vision_30,0.3,TAV,728,0.30618131160736084,0.6085164835164835,0.5928020993486814,0.6524761319160461,0.5899472144346922
|
||||
B5_mofe_mlp,3407,all_modalities_30,0.3,learned_router,728,0.3557967032967033,0.6222527472527473,0.5949881199577279,0.6458109617233276,0.5977780881361412
|
||||
B5_mofe_mlp,3407,all_modalities_30,0.3,T,728,0.3557967245578766,0.6057692307692307,0.5973699542180001,0.636671781539917,0.6031830619040961
|
||||
B5_mofe_mlp,3407,all_modalities_30,0.3,A,728,0.32255494594573975,0.47802197802197804,0.2858992684718562,0.7997276186943054,0.12003216546779098
|
||||
B5_mofe_mlp,3407,all_modalities_30,0.3,V,728,0.3045879304409027,0.49175824175824173,0.4332501168084348,0.778567910194397,0.28114115860320466
|
||||
B5_mofe_mlp,3407,all_modalities_30,0.3,TA,728,0.32255494594573975,0.5755494505494505,0.5618376925923627,0.6488231420516968,0.5646885904319525
|
||||
B5_mofe_mlp,3407,all_modalities_30,0.3,TV,728,0.3045879304409027,0.6153846153846154,0.569951909037207,0.6524090766906738,0.5765150164354017
|
||||
B5_mofe_mlp,3407,all_modalities_30,0.3,AV,728,0.3045879304409027,0.41208791208791207,0.3552498095654271,0.8604830503463745,0.28184821072646954
|
||||
B5_mofe_mlp,3407,all_modalities_30,0.3,TAV,728,0.3045879304409027,0.5741758241758241,0.5572916475321001,0.676213800907135,0.54624389958209
|
||||
B5_mofe_mlp,2026,clean,0.0,learned_router,728,0.5117582417582418,0.6318681318681318,0.596526187825028,0.6597291827201843,0.603269634378733
|
||||
B5_mofe_mlp,2026,clean,0.0,T,728,0.5117582678794861,0.6126373626373627,0.596773495897157,0.6489740014076233,0.601146379126596
|
||||
B5_mofe_mlp,2026,clean,0.0,A,728,0.47049450874328613,0.4725274725274725,0.2753954425047768,0.8250412344932556,0.2298903631499931
|
||||
B5_mofe_mlp,2026,clean,0.0,V,728,0.44483518600463867,0.5151098901098901,0.41609693688045696,0.7419555187225342,0.33524138002400866
|
||||
B5_mofe_mlp,2026,clean,0.0,TA,728,0.47049450874328613,0.592032967032967,0.5532162058371736,0.6664567589759827,0.5597609050774838
|
||||
B5_mofe_mlp,2026,clean,0.0,TV,728,0.44483518600463867,0.592032967032967,0.5774206516713903,0.7040247917175293,0.5664710859024277
|
||||
B5_mofe_mlp,2026,clean,0.0,AV,728,0.44483518600463867,0.3626373626373626,0.34907979624206836,0.8443424105644226,0.23675834043024976
|
||||
B5_mofe_mlp,2026,clean,0.0,TAV,728,0.44483518600463867,0.5370879120879121,0.4651554172647243,0.800514817237854,0.5127572796173613
|
||||
B5_mofe_mlp,2026,text_10,0.1,learned_router,728,0.5091208791208791,0.6332417582417582,0.5928689292978023,0.6584991812705994,0.596161006853697
|
||||
B5_mofe_mlp,2026,text_10,0.1,T,728,0.46167582273483276,0.6126373626373627,0.5930164703753459,0.6494342088699341,0.5946751987953215
|
||||
B5_mofe_mlp,2026,text_10,0.1,A,728,0.47049450874328613,0.4725274725274725,0.27541290783115796,0.8262399435043335,0.22445379743900615
|
||||
B5_mofe_mlp,2026,text_10,0.1,V,728,0.44483518600463867,0.5123626373626373,0.41266149205541813,0.7444264888763428,0.3297960384984079
|
||||
B5_mofe_mlp,2026,text_10,0.1,TA,728,0.4230494499206543,0.5837912087912088,0.5397729831672579,0.6658428907394409,0.5527226923735943
|
||||
B5_mofe_mlp,2026,text_10,0.1,TV,728,0.4000000059604645,0.592032967032967,0.571111408272237,0.6985095739364624,0.5560292387489061
|
||||
B5_mofe_mlp,2026,text_10,0.1,AV,728,0.44483518600463867,0.3585164835164835,0.34496753089852183,0.8458796739578247,0.23343561887490413
|
||||
B5_mofe_mlp,2026,text_10,0.1,TAV,728,0.4000000059604645,0.5384615384615384,0.4615912536399786,0.7843563556671143,0.4964630609894201
|
||||
B5_mofe_mlp,2026,audio_10,0.1,learned_router,728,0.5117582417582418,0.6332417582417582,0.5971419540706502,0.658007025718689,0.6047899431200526
|
||||
B5_mofe_mlp,2026,audio_10,0.1,T,728,0.5117582678794861,0.6112637362637363,0.594775223911222,0.6496217846870422,0.601103231343751
|
||||
B5_mofe_mlp,2026,audio_10,0.1,A,728,0.42263737320899963,0.489010989010989,0.30986648206415496,0.795183539390564,0.32899912608575077
|
||||
B5_mofe_mlp,2026,audio_10,0.1,V,728,0.44483518600463867,0.5164835164835165,0.41734454924869885,0.7415561079978943,0.3356207820136009
|
||||
B5_mofe_mlp,2026,audio_10,0.1,TA,728,0.42263737320899963,0.5906593406593407,0.5523948427986319,0.6616610288619995,0.5656969509728144
|
||||
B5_mofe_mlp,2026,audio_10,0.1,TV,728,0.44483518600463867,0.5906593406593407,0.5756793112725316,0.7050058841705322,0.567017826103781
|
||||
B5_mofe_mlp,2026,audio_10,0.1,AV,728,0.3998076915740967,0.40796703296703296,0.4021505731323723,0.8058489561080933,0.33914515576905724
|
||||
B5_mofe_mlp,2026,audio_10,0.1,TAV,728,0.3998076915740967,0.5604395604395604,0.5020907193394417,0.7697135210037231,0.5332348404594554
|
||||
B5_mofe_mlp,2026,vision_10,0.1,learned_router,728,0.5117582417582418,0.6277472527472527,0.5919759280299669,0.6596941947937012,0.6023122800724011
|
||||
B5_mofe_mlp,2026,vision_10,0.1,T,728,0.5117582678794861,0.6112637362637363,0.5949280494683542,0.648731529712677,0.6010584699954675
|
||||
B5_mofe_mlp,2026,vision_10,0.1,A,728,0.47049450874328613,0.4725274725274725,0.2753954425047768,0.8233988285064697,0.2309789025689641
|
||||
B5_mofe_mlp,2026,vision_10,0.1,V,728,0.3984340727329254,0.5398351648351648,0.43853463696042566,0.7145515084266663,0.4295200877890959
|
||||
B5_mofe_mlp,2026,vision_10,0.1,TA,728,0.47049450874328613,0.592032967032967,0.5532162058371736,0.6668615937232971,0.5594488575507512
|
||||
B5_mofe_mlp,2026,vision_10,0.1,TV,728,0.3984340727329254,0.6016483516483516,0.5819547002883038,0.6787747144699097,0.5779704289995252
|
||||
B5_mofe_mlp,2026,vision_10,0.1,AV,728,0.3984340727329254,0.4258241758241758,0.42253912572720753,0.7936479449272156,0.3612784148549423
|
||||
B5_mofe_mlp,2026,vision_10,0.1,TAV,728,0.3984340727329254,0.5714285714285714,0.5087225335512859,0.760180652141571,0.5350946399361437
|
||||
B5_mofe_mlp,2026,audio_vision_10,0.1,learned_router,728,0.5117582417582418,0.6291208791208791,0.5949724164706738,0.6590589880943298,0.6034714874557056
|
||||
B5_mofe_mlp,2026,audio_vision_10,0.1,T,728,0.5117582678794861,0.614010989010989,0.5982455160173181,0.6492474675178528,0.6011554275378082
|
||||
B5_mofe_mlp,2026,audio_vision_10,0.1,A,728,0.42107143998146057,0.4876373626373626,0.3042744149605441,0.7851645350456238,0.3562019133732601
|
||||
B5_mofe_mlp,2026,audio_vision_10,0.1,V,728,0.3980769217014313,0.5439560439560439,0.4559201356747369,0.7165518999099731,0.4228907732362493
|
||||
B5_mofe_mlp,2026,audio_vision_10,0.1,TA,728,0.42107143998146057,0.5934065934065934,0.559867581706166,0.6601358652114868,0.5680404827910764
|
||||
B5_mofe_mlp,2026,audio_vision_10,0.1,TV,728,0.3980769217014313,0.6002747252747253,0.5842152460266312,0.6859722137451172,0.575453733717388
|
||||
B5_mofe_mlp,2026,audio_vision_10,0.1,AV,728,0.3980769217014313,0.43131868131868134,0.4262759970983259,0.8031644821166992,0.35346199972803627
|
||||
B5_mofe_mlp,2026,audio_vision_10,0.1,TAV,728,0.3980769217014313,0.5535714285714286,0.49118433140019535,0.7740562558174133,0.5279377438591082
|
||||
B5_mofe_mlp,2026,all_modalities_10,0.1,learned_router,728,0.45884615384615385,0.6387362637362637,0.6013762119617033,0.6582632660865784,0.5998105774990818
|
||||
B5_mofe_mlp,2026,all_modalities_10,0.1,T,728,0.45884615182876587,0.6098901098901099,0.5927342612347185,0.6530159711837769,0.5924213553262381
|
||||
B5_mofe_mlp,2026,all_modalities_10,0.1,A,728,0.42030221223831177,0.4739010989010989,0.2799395224420051,0.8183923363685608,0.22552480747030987
|
||||
B5_mofe_mlp,2026,all_modalities_10,0.1,V,728,0.3982967138290405,0.5123626373626373,0.41084897900937084,0.7401790618896484,0.34290184431076304
|
||||
B5_mofe_mlp,2026,all_modalities_10,0.1,TA,728,0.42030221223831177,0.603021978021978,0.5636157256230538,0.6699337959289551,0.5545966180956201
|
||||
B5_mofe_mlp,2026,all_modalities_10,0.1,TV,728,0.3982967138290405,0.5961538461538461,0.5817349795156427,0.7066670656204224,0.5633093560522575
|
||||
B5_mofe_mlp,2026,all_modalities_10,0.1,AV,728,0.3982967138290405,0.36813186813186816,0.35589607464607464,0.8376190066337585,0.24289847097047093
|
||||
B5_mofe_mlp,2026,all_modalities_10,0.1,TAV,728,0.3982967138290405,0.5288461538461539,0.46033318738535584,0.7966769933700562,0.5109216642892338
|
||||
B5_mofe_mlp,2026,text_20,0.2,learned_router,728,0.5064560439560439,0.6277472527472527,0.579286730359655,0.6673612594604492,0.5829749639030503
|
||||
B5_mofe_mlp,2026,text_20,0.2,T,728,0.4112088084220886,0.6167582417582418,0.5881921764479171,0.6567916870117188,0.5831459023434139
|
||||
B5_mofe_mlp,2026,text_20,0.2,A,728,0.47049450874328613,0.47115384615384615,0.27465560798894134,0.8285160064697266,0.21743928273022034
|
||||
B5_mofe_mlp,2026,text_20,0.2,V,728,0.44483518600463867,0.5096153846153846,0.4084128341513546,0.7475921511650085,0.31692232958876915
|
||||
B5_mofe_mlp,2026,text_20,0.2,TA,728,0.3752472698688507,0.603021978021978,0.5486119524164519,0.6673292517662048,0.539250775649662
|
||||
B5_mofe_mlp,2026,text_20,0.2,TV,728,0.35461539030075073,0.6112637362637363,0.5843667494564081,0.689144492149353,0.544504109553622
|
||||
B5_mofe_mlp,2026,text_20,0.2,AV,728,0.44483518600463867,0.3585164835164835,0.3446302940469433,0.8487928509712219,0.2126482794308453
|
||||
B5_mofe_mlp,2026,text_20,0.2,TAV,728,0.35461539030075073,0.5425824175824175,0.46587133463364855,0.7634091377258301,0.48214188094638644
|
||||
B5_mofe_mlp,2026,audio_20,0.2,learned_router,728,0.5117582417582418,0.6304945054945055,0.5954536143668596,0.6568871736526489,0.6037191294218217
|
||||
B5_mofe_mlp,2026,audio_20,0.2,T,728,0.5117582678794861,0.614010989010989,0.5983472125624337,0.650320291519165,0.6009217628625136
|
||||
B5_mofe_mlp,2026,audio_20,0.2,A,728,0.3796977996826172,0.5164835164835165,0.3655881236095169,0.7692446112632751,0.3949788114535673
|
||||
B5_mofe_mlp,2026,audio_20,0.2,V,728,0.44483518600463867,0.5151098901098901,0.41620583054274807,0.7414965629577637,0.33444942065556305
|
||||
B5_mofe_mlp,2026,audio_20,0.2,TA,728,0.3796977996826172,0.5989010989010989,0.5638265304840163,0.6491042971611023,0.5770019410427926
|
||||
B5_mofe_mlp,2026,audio_20,0.2,TV,728,0.44483518600463867,0.592032967032967,0.5774181294613681,0.7061969041824341,0.5658046168061596
|
||||
B5_mofe_mlp,2026,audio_20,0.2,AV,728,0.35961538553237915,0.4793956043956044,0.4729905027892644,0.7711812257766724,0.3921269492204333
|
||||
B5_mofe_mlp,2026,audio_20,0.2,TAV,728,0.35961538553237915,0.5645604395604396,0.509050719882809,0.7490760684013367,0.5341345004529877
|
||||
B5_mofe_mlp,2026,vision_20,0.2,learned_router,728,0.5117582417582418,0.6277472527472527,0.5900160130008749,0.6632897853851318,0.6042444043430241
|
||||
B5_mofe_mlp,2026,vision_20,0.2,T,728,0.5117582678794861,0.6126373626373627,0.5965577523042379,0.6482207179069519,0.6014239127944337
|
||||
B5_mofe_mlp,2026,vision_20,0.2,A,728,0.47049450874328613,0.4725274725274725,0.2753954425047768,0.8218814730644226,0.23031725904419292
|
||||
B5_mofe_mlp,2026,vision_20,0.2,V,728,0.3572802245616913,0.5480769230769231,0.45491017561200736,0.7200025916099548,0.41887110693834134
|
||||
B5_mofe_mlp,2026,vision_20,0.2,TA,728,0.47049450874328613,0.592032967032967,0.5532162058371736,0.6667653918266296,0.5596752023907243
|
||||
B5_mofe_mlp,2026,vision_20,0.2,TV,728,0.3572802245616913,0.6085164835164835,0.5858009850150654,0.6767599582672119,0.5666763582603909
|
||||
B5_mofe_mlp,2026,vision_20,0.2,AV,728,0.3572802245616913,0.45604395604395603,0.45257735286592293,0.7822015881538391,0.3511756469807228
|
||||
B5_mofe_mlp,2026,vision_20,0.2,TAV,728,0.3572802245616913,0.5673076923076923,0.5113134010717539,0.7461904287338257,0.5258941828977346
|
||||
B5_mofe_mlp,2026,audio_vision_20,0.2,learned_router,728,0.5117582417582418,0.625,0.5917418600128784,0.6548266410827637,0.6054018274439124
|
||||
B5_mofe_mlp,2026,audio_vision_20,0.2,T,728,0.5117582678794861,0.614010989010989,0.5983472125624337,0.649300754070282,0.6012901186776531
|
||||
B5_mofe_mlp,2026,audio_vision_20,0.2,A,728,0.37296703457832336,0.5041208791208791,0.35789310705995514,0.7596713900566101,0.41398276883225044
|
||||
B5_mofe_mlp,2026,audio_vision_20,0.2,V,728,0.3531593382358551,0.5796703296703297,0.5048183867639185,0.6984941959381104,0.4714365413048334
|
||||
B5_mofe_mlp,2026,audio_vision_20,0.2,TA,728,0.37296703457832336,0.5892857142857143,0.5573263153954385,0.6522572040557861,0.5764869722455894
|
||||
B5_mofe_mlp,2026,audio_vision_20,0.2,TV,728,0.3531593382358551,0.6057692307692307,0.5884441789459711,0.6706872582435608,0.581897930872946
|
||||
B5_mofe_mlp,2026,audio_vision_20,0.2,AV,728,0.3531593382358551,0.4684065934065934,0.465468176106474,0.767947793006897,0.41865978021168704
|
||||
B5_mofe_mlp,2026,audio_vision_20,0.2,TAV,728,0.3531593382358551,0.5728021978021978,0.5181235721920635,0.7481652498245239,0.5424179636227278
|
||||
B5_mofe_mlp,2026,all_modalities_20,0.2,learned_router,728,0.40585164835164833,0.6387362637362637,0.6023597229130889,0.6525924205780029,0.601538369275999
|
||||
B5_mofe_mlp,2026,all_modalities_20,0.2,T,728,0.40585166215896606,0.6057692307692307,0.5895572046059541,0.6424159407615662,0.5987482734789812
|
||||
B5_mofe_mlp,2026,all_modalities_20,0.2,A,728,0.3694780170917511,0.47802197802197804,0.2829329028964813,0.8103722333908081,0.25204782200960785
|
||||
B5_mofe_mlp,2026,all_modalities_20,0.2,V,728,0.34881868958473206,0.5178571428571429,0.40966513694882706,0.7393192648887634,0.34226536554912906
|
||||
B5_mofe_mlp,2026,all_modalities_20,0.2,TA,728,0.3694780170917511,0.5975274725274725,0.5569987222986782,0.6711844801902771,0.560237183016514
|
||||
B5_mofe_mlp,2026,all_modalities_20,0.2,TV,728,0.34881868958473206,0.5906593406593407,0.5720218781867062,0.699638843536377,0.5616554801012917
|
||||
B5_mofe_mlp,2026,all_modalities_20,0.2,AV,728,0.34881868958473206,0.37362637362637363,0.3626956690910179,0.8267216682434082,0.25176083351503564
|
||||
B5_mofe_mlp,2026,all_modalities_20,0.2,TAV,728,0.34881868958473206,0.5453296703296703,0.4749388892268766,0.7958879470825195,0.5090043003952414
|
||||
B5_mofe_mlp,2026,text_30,0.3,learned_router,728,0.5032417582417582,0.6236263736263736,0.5695777746219127,0.6862288117408752,0.5485307360149316
|
||||
B5_mofe_mlp,2026,text_30,0.3,T,728,0.35857143998146057,0.6002747252747253,0.5650627890671912,0.6760544180870056,0.5486430119282898
|
||||
B5_mofe_mlp,2026,text_30,0.3,A,728,0.47049450874328613,0.4684065934065934,0.2694917313065056,0.8302391171455383,0.21220052810195741
|
||||
B5_mofe_mlp,2026,text_30,0.3,V,728,0.44483518600463867,0.5041208791208791,0.40060701323330045,0.7515881657600403,0.3084106819138643
|
||||
B5_mofe_mlp,2026,text_30,0.3,TA,728,0.32582417130470276,0.5824175824175825,0.5246945241369286,0.692663848400116,0.4910659178654774
|
||||
B5_mofe_mlp,2026,text_30,0.3,TV,728,0.3089011013507843,0.5934065934065934,0.5598344950469888,0.7086329460144043,0.49570851546354966
|
||||
B5_mofe_mlp,2026,text_30,0.3,AV,728,0.44483518600463867,0.35714285714285715,0.3435056224920738,0.8512967228889465,0.19852242746832857
|
||||
B5_mofe_mlp,2026,text_30,0.3,TAV,728,0.3089011013507843,0.5343406593406593,0.45069366576352604,0.7611382603645325,0.43668715634323624
|
||||
B5_mofe_mlp,2026,audio_30,0.3,learned_router,728,0.5117582417582418,0.6277472527472527,0.5928207016211315,0.6564014554023743,0.6057011879455848
|
||||
B5_mofe_mlp,2026,audio_30,0.3,T,728,0.5117582678794861,0.6126373626373627,0.5963454618716882,0.6506627798080444,0.6009406388191995
|
||||
B5_mofe_mlp,2026,audio_30,0.3,A,728,0.3250274658203125,0.521978021978022,0.38592081478406426,0.7444095611572266,0.43124762537966826
|
||||
B5_mofe_mlp,2026,audio_30,0.3,V,728,0.44483518600463867,0.5151098901098901,0.4189500868178652,0.7407843470573425,0.3353742329440497
|
||||
B5_mofe_mlp,2026,audio_30,0.3,TA,728,0.3250274658203125,0.6208791208791209,0.5886808752593625,0.6490352749824524,0.570975506988905
|
||||
B5_mofe_mlp,2026,audio_30,0.3,TV,728,0.44483518600463867,0.5892857142857143,0.5746190571714002,0.7062152624130249,0.5695050918318726
|
||||
B5_mofe_mlp,2026,audio_30,0.3,AV,728,0.3078022003173828,0.4876373626373626,0.4781988617789497,0.7588927745819092,0.41241611684819374
|
||||
B5_mofe_mlp,2026,audio_30,0.3,TAV,728,0.3078022003173828,0.5796703296703297,0.5254621943407217,0.7300676703453064,0.5331740156497008
|
||||
B5_mofe_mlp,2026,vision_30,0.3,learned_router,728,0.5117582417582418,0.6291208791208791,0.5902326768980343,0.6632499098777771,0.6060668473400238
|
||||
B5_mofe_mlp,2026,vision_30,0.3,T,728,0.5117582678794861,0.6112637362637363,0.5951956697149005,0.648055374622345,0.6013617900975071
|
||||
B5_mofe_mlp,2026,vision_30,0.3,A,728,0.47049450874328613,0.4725274725274725,0.2753954425047768,0.8200526237487793,0.2290184928714137
|
||||
B5_mofe_mlp,2026,vision_30,0.3,V,728,0.307609885931015,0.5714285714285714,0.480133525611997,0.6950517296791077,0.48955757399923455
|
||||
B5_mofe_mlp,2026,vision_30,0.3,TA,728,0.47049450874328613,0.592032967032967,0.5533383448560617,0.6673561334609985,0.5595820020363866
|
||||
B5_mofe_mlp,2026,vision_30,0.3,TV,728,0.307609885931015,0.6181318681318682,0.5942276325734972,0.6576289534568787,0.5825792146121718
|
||||
B5_mofe_mlp,2026,vision_30,0.3,AV,728,0.307609885931015,0.4835164835164835,0.4758194996023056,0.7574149966239929,0.39536644001209464
|
||||
B5_mofe_mlp,2026,vision_30,0.3,TAV,728,0.307609885931015,0.5851648351648352,0.5229046773276295,0.7180534601211548,0.542626958107565
|
||||
B5_mofe_mlp,2026,audio_vision_30,0.3,learned_router,728,0.5117582417582418,0.625,0.5962838833608418,0.6554995775222778,0.6044590906471965
|
||||
B5_mofe_mlp,2026,audio_vision_30,0.3,T,728,0.5117582678794861,0.6126373626373627,0.5966200968456806,0.6497842073440552,0.6010002684577302
|
||||
B5_mofe_mlp,2026,audio_vision_30,0.3,A,728,0.3190384805202484,0.521978021978022,0.40390961057275176,0.7342812418937683,0.44376299869270686
|
||||
B5_mofe_mlp,2026,audio_vision_30,0.3,V,728,0.301071435213089,0.5686813186813187,0.5040223473945638,0.687127411365509,0.4953386251138901
|
||||
B5_mofe_mlp,2026,audio_vision_30,0.3,TA,728,0.3190384805202484,0.5906593406593407,0.5620402015554825,0.6461183428764343,0.5751739467292083
|
||||
B5_mofe_mlp,2026,audio_vision_30,0.3,TV,728,0.301071435213089,0.6167582417582418,0.6003175316510284,0.6656390428543091,0.5833222854175106
|
||||
B5_mofe_mlp,2026,audio_vision_30,0.3,AV,728,0.301071435213089,0.5,0.49814761477760233,0.7473122477531433,0.4398620166190232
|
||||
B5_mofe_mlp,2026,audio_vision_30,0.3,TAV,728,0.301071435213089,0.5673076923076923,0.5181807136427148,0.7298097610473633,0.549260519080892
|
||||
B5_mofe_mlp,2026,all_modalities_30,0.3,learned_router,728,0.36043956043956044,0.6167582417582418,0.5778458150682998,0.6775782108306885,0.5767908971520759
|
||||
B5_mofe_mlp,2026,all_modalities_30,0.3,T,728,0.36043956875801086,0.603021978021978,0.582619604272029,0.6699808835983276,0.5730899311736721
|
||||
B5_mofe_mlp,2026,all_modalities_30,0.3,A,728,0.32840660214424133,0.4725274725274725,0.28157868772104216,0.8073930144309998,0.2329322112177729
|
||||
B5_mofe_mlp,2026,all_modalities_30,0.3,V,728,0.31060439348220825,0.5274725274725275,0.4283917020609205,0.7411948442459106,0.35155160333443614
|
||||
B5_mofe_mlp,2026,all_modalities_30,0.3,TA,728,0.32840660214424133,0.5755494505494505,0.5352650821255436,0.6817681789398193,0.5363938930111966
|
||||
B5_mofe_mlp,2026,all_modalities_30,0.3,TV,728,0.31060439348220825,0.5810439560439561,0.5628840082630775,0.7163251042366028,0.5509194266569809
|
||||
B5_mofe_mlp,2026,all_modalities_30,0.3,AV,728,0.31060439348220825,0.3873626373626374,0.37820754147953356,0.8290948271751404,0.2590757927734446
|
||||
B5_mofe_mlp,2026,all_modalities_30,0.3,TAV,728,0.31060439348220825,0.5343406593406593,0.46600788776303587,0.795678436756134,0.50343403287812
|
||||
|
@@ -0,0 +1,49 @@
|
||||
seed,condition,spearman_macro_f1_vs_mae,spearman_macro_f1_vs_pearson,best_macro_f1_expert,best_mae_expert,best_pearson_expert,macro_f1_order_best_to_worst,mae_order_best_to_worst,pearson_order_best_to_worst
|
||||
42,all_modalities_10,-0.9285714285714288,0.9642857142857145,T,T,T,T>TA>TV>TAV>V>AV>A,T>TV>TA>TAV>V>A>AV,T>TA>TV>TAV>AV>V>A
|
||||
42,all_modalities_20,-0.8571428571428573,0.9285714285714288,TA,T,T,TA>T>TV>TAV>V>AV>A,T>TV>TA>TAV>V>A>AV,T>TA>TV>TAV>AV>V>A
|
||||
42,all_modalities_30,-0.9285714285714288,0.9642857142857145,T,T,T,T>TA>TV>TAV>V>AV>A,T>TV>TA>TAV>V>A>AV,T>TA>TV>TAV>AV>V>A
|
||||
42,audio_10,-0.8571428571428573,0.8571428571428573,T,T,T,T>TA>TV>TAV>V>AV>A,T>TA>TV>TAV>A>AV>V,T>TA>TAV>TV>AV>A>V
|
||||
42,audio_20,-0.9285714285714288,0.9285714285714288,TA,T,T,TA>T>TAV>TV>A>AV>V,T>TA>TV>TAV>A>AV>V,T>TA>TAV>TV>AV>A>V
|
||||
42,audio_30,-0.9285714285714288,0.9285714285714288,TA,T,T,TA>T>TAV>TV>A>AV>V,T>TA>TV>TAV>A>AV>V,T>TA>TAV>TV>AV>A>V
|
||||
42,audio_vision_10,-0.9285714285714288,0.9642857142857145,T,T,T,T>TA>TV>TAV>V>AV>A,T>TV>TA>TAV>V>A>AV,T>TA>TV>TAV>AV>V>A
|
||||
42,audio_vision_20,-0.9285714285714288,0.9642857142857145,T,T,T,T>TA>TV>TAV>V>AV>A,T>TV>TA>TAV>V>A>AV,T>TA>TV>TAV>AV>V>A
|
||||
42,audio_vision_30,-0.9642857142857145,0.9642857142857145,T,T,T,T>TA>TV>TAV>V>AV>A,T>TV>TA>TAV>V>AV>A,T>TA>TV>TAV>AV>V>A
|
||||
42,clean,-0.9285714285714288,0.9642857142857145,T,T,T,T>TA>TV>TAV>V>AV>A,T>TV>TA>TAV>V>A>AV,T>TA>TV>TAV>AV>V>A
|
||||
42,text_10,-0.9642857142857145,0.9642857142857145,T,T,T,T>TA>TV>TAV>V>AV>A,T>TA>TV>TAV>V>A>AV,T>TA>TV>TAV>AV>V>A
|
||||
42,text_20,-0.9642857142857145,0.9642857142857145,T,T,T,T>TA>TV>TAV>V>AV>A,T>TA>TV>TAV>V>A>AV,T>TA>TV>TAV>AV>V>A
|
||||
42,text_30,-0.9642857142857145,0.9642857142857145,T,T,T,T>TA>TV>TAV>V>AV>A,T>TA>TV>TAV>V>A>AV,T>TA>TV>TAV>AV>V>A
|
||||
42,vision_10,-0.9642857142857145,0.9642857142857145,T,T,T,T>TA>TV>TAV>V>AV>A,T>TV>TA>TAV>V>AV>A,T>TA>TV>TAV>AV>V>A
|
||||
42,vision_20,-0.8928571428571429,0.9642857142857145,T,T,T,T>TA>TV>TAV>V>AV>A,T>TV>TAV>TA>V>AV>A,T>TA>TV>TAV>AV>V>A
|
||||
42,vision_30,-0.8571428571428573,0.9642857142857145,T,T,T,T>TA>TAV>TV>V>AV>A,T>TV>TAV>TA>V>AV>A,T>TA>TV>TAV>V>AV>A
|
||||
2026,all_modalities_10,-0.8928571428571429,1.0,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>V>TAV>A>AV,T>TV>TA>TAV>V>AV>A
|
||||
2026,all_modalities_20,-0.8928571428571429,0.9642857142857145,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>V>TAV>A>AV,T>TV>TA>TAV>V>A>AV
|
||||
2026,all_modalities_30,-0.8928571428571429,1.0,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>V>TAV>A>AV,T>TV>TA>TAV>V>AV>A
|
||||
2026,audio_10,-0.8928571428571429,0.9642857142857145,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>V>TAV>A>AV,T>TV>TA>TAV>AV>V>A
|
||||
2026,audio_20,-0.7142857142857144,0.8571428571428573,T,TA,T,T>TV>TA>TAV>AV>V>A,TA>T>TV>V>TAV>A>AV,T>TA>TV>TAV>A>AV>V
|
||||
2026,audio_30,-0.8571428571428573,0.8928571428571429,T,TA,T,T>TA>TV>TAV>AV>V>A,TA>T>TV>TAV>V>A>AV,T>TA>TV>TAV>A>AV>V
|
||||
2026,audio_vision_10,-0.8928571428571429,0.9642857142857145,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>V>TAV>A>AV,T>TV>TA>TAV>V>A>AV
|
||||
2026,audio_vision_20,-0.8928571428571429,1.0,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>V>TAV>A>AV,T>TV>TA>TAV>V>AV>A
|
||||
2026,audio_vision_30,-0.7857142857142859,0.9285714285714288,TV,TA,T,TV>T>TA>TAV>V>AV>A,TA>T>TV>V>TAV>A>AV,T>TV>TA>TAV>V>A>AV
|
||||
2026,clean,-0.8928571428571429,1.0,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>V>TAV>A>AV,T>TV>TA>TAV>V>AV>A
|
||||
2026,text_10,-0.8928571428571429,1.0,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>V>TAV>A>AV,T>TV>TA>TAV>V>AV>A
|
||||
2026,text_20,-0.8928571428571429,0.9642857142857145,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>V>TAV>A>AV,T>TV>TA>TAV>V>A>AV
|
||||
2026,text_30,-0.8928571428571429,0.9642857142857145,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>V>TAV>A>AV,T>TV>TA>TAV>V>A>AV
|
||||
2026,vision_10,-0.9285714285714288,1.0,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>V>TAV>AV>A,T>TV>TA>TAV>V>AV>A
|
||||
2026,vision_20,-0.9285714285714288,1.0,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>V>TAV>AV>A,T>TV>TA>TAV>V>AV>A
|
||||
2026,vision_30,-0.9642857142857145,1.0,T,T,T,T>TV>TA>TAV>V>AV>A,T>TV>TA>V>TAV>AV>A,T>TV>TA>TAV>V>AV>A
|
||||
3407,all_modalities_10,-0.9285714285714288,0.8571428571428573,T,T,T,T>TA>TAV>TV>V>AV>A,T>TA>TV>TAV>V>A>AV,T>TV>TA>TAV>AV>V>A
|
||||
3407,all_modalities_20,-0.8214285714285715,0.8571428571428573,T,T,T,T>TAV>TV>TA>V>AV>A,T>TA>TV>TAV>V>A>AV,T>TV>TA>TAV>AV>V>A
|
||||
3407,all_modalities_30,-0.9285714285714288,0.9642857142857145,T,T,T,T>TV>TA>TAV>V>AV>A,T>TA>TV>TAV>V>A>AV,T>TV>TA>TAV>AV>V>A
|
||||
3407,audio_10,-0.8214285714285715,0.8928571428571429,T,T,T,T>TA>TAV>TV>AV>V>A,T>TA>TV>TAV>A>V>AV,T>TV>TA>TAV>AV>V>A
|
||||
3407,audio_20,-0.8214285714285715,0.9285714285714288,T,T,T,T>TA>TAV>TV>AV>V>A,T>TA>TV>TAV>A>V>AV,T>TA>TV>TAV>AV>A>V
|
||||
3407,audio_30,-0.7142857142857144,0.8571428571428573,TAV,T,T,TAV>TA>T>TV>AV>A>V,T>TA>TV>TAV>A>AV>V,T>TA>TAV>TV>AV>A>V
|
||||
3407,audio_vision_10,-0.9642857142857145,0.9642857142857145,T,T,T,T>TA>TV>TAV>V>AV>A,T>TA>TV>TAV>V>A>AV,T>TV>TA>TAV>V>AV>A
|
||||
3407,audio_vision_20,-0.8214285714285715,0.8928571428571429,TV,T,T,TV>TA>T>TAV>V>AV>A,T>TA>TV>TAV>V>A>AV,T>TV>TA>TAV>V>AV>A
|
||||
3407,audio_vision_30,-0.8571428571428573,0.8214285714285715,TA,TA,T,TA>TAV>T>TV>V>AV>A,TA>T>TV>TAV>V>A>AV,T>TA>TV>TAV>V>AV>A
|
||||
3407,clean,-0.8214285714285715,0.8571428571428573,T,T,T,T>TAV>TV>TA>V>AV>A,T>TA>TV>TAV>V>A>AV,T>TV>TA>TAV>AV>V>A
|
||||
3407,text_10,-0.8571428571428573,0.8571428571428573,T,T,T,T>TA>TAV>TV>V>AV>A,T>TV>TA>TAV>V>A>AV,T>TV>TA>TAV>AV>V>A
|
||||
3407,text_20,-0.8214285714285715,0.8214285714285715,T,T,T,T>TAV>TA>TV>V>AV>A,T>TV>TA>TAV>V>A>AV,T>TV>TA>TAV>AV>V>A
|
||||
3407,text_30,-0.8571428571428573,0.8571428571428573,T,T,T,T>TA>TAV>TV>V>AV>A,T>TV>TA>TAV>V>A>AV,T>TV>TA>TAV>AV>V>A
|
||||
3407,vision_10,-0.8571428571428573,0.8928571428571429,T,T,T,T>TAV>TV>TA>V>AV>A,T>TV>TA>TAV>V>A>AV,T>TV>TA>TAV>V>AV>A
|
||||
3407,vision_20,-0.7857142857142859,0.7857142857142859,TAV,T,T,TAV>T>TV>TA>V>AV>A,T>TV>TA>TAV>V>AV>A,T>TV>TA>TAV>V>AV>A
|
||||
3407,vision_30,-0.8928571428571429,0.8571428571428573,T,T,T,T>TAV>TA>TV>V>AV>A,T>TA>TV>TAV>V>AV>A,T>TV>TA>TAV>V>AV>A
|
||||
|
@@ -0,0 +1,41 @@
|
||||
{
|
||||
"diagnostic": "forced-expert task preference for the retained single-router MoFE-7",
|
||||
"checkpoint_dir": "/home/gloamxun/modeling_zhaocui/deep_learning/Q2/outputs/mofe_7experts/models/B5_mofe_mlp",
|
||||
"checkpoint_seeds": [
|
||||
42,
|
||||
3407,
|
||||
2026
|
||||
],
|
||||
"feature_file": "/home/gloamxun/modeling_zhaocui/E题数据/附件2-数据集特征文件/aligned_50.pkl",
|
||||
"scaler_file": "/home/gloamxun/modeling_zhaocui/deep_learning/Q2/outputs/mofe_7experts/aligned_robust_stats.npz",
|
||||
"scaler_sha256": "3b62802bef92f49a7846773741bc57fda1564aa9eed43f047a3e31a9c357c4e8",
|
||||
"device": "cuda",
|
||||
"conditions": [
|
||||
"clean",
|
||||
"text_10",
|
||||
"audio_10",
|
||||
"vision_10",
|
||||
"audio_vision_10",
|
||||
"all_modalities_10",
|
||||
"text_20",
|
||||
"audio_20",
|
||||
"vision_20",
|
||||
"audio_vision_20",
|
||||
"all_modalities_20",
|
||||
"text_30",
|
||||
"audio_30",
|
||||
"vision_30",
|
||||
"audio_vision_30",
|
||||
"all_modalities_30"
|
||||
],
|
||||
"forced_expert_policy": "use the requested expert where its modality subset is available; fall back to the trained single router at positions where it is unavailable; all-missing positions use the learned missing token",
|
||||
"scope_note": "50 official ordered wordpiece positions; no claim about physical-time reliability",
|
||||
"interpretation_note": "Ranking agreement is descriptive on the supplied validation split; it is a motivation diagnostic, not an unbiased test-set estimate.",
|
||||
"feature_sha256": "66e867aa74bc70a844e806e5571e371c9abb4a35f9e2887ce9b4d97ff2cb8fcd",
|
||||
"cuda_device": "NVIDIA GeForce RTX 5070 Ti",
|
||||
"python_version": "3.14.7 (main, Aug 10 2026, 00:00:00) [GCC 16.1.1 20260515 (Red Hat 16.1.1-2)]",
|
||||
"torch_version": "2.14.0+cu130",
|
||||
"numpy_version": "2.5.3",
|
||||
"valid_examples": 728,
|
||||
"corruption_seed_protocol": "seed + 13 + pattern_index*101 + int(rate*1000)"
|
||||
}
|
||||
@@ -0,0 +1,47 @@
|
||||
# Single-router MoFE 任务偏好诊断
|
||||
|
||||
本诊断使用保留的 single-router 检查点和验证集，用于判断是否值得增加第二个 router；它不是测试集估计。
|
||||
|
||||
## Forced-expert 规则
|
||||
|
||||
所选模态子集可用的位置强制使用对应 expert；该子集不可用时，由已训练 router 在其他可用 expert 中选择；全模态缺失时沿用 learned missing token。可用率表示所选 expert 能被强制使用的位置比例。
|
||||
|
||||
## 缺失条件平均指标
|
||||
|
||||
下表先在每个 seed 内对 15 种连续块缺失条件求平均，再汇总三个 seed；seed 标准差见 CSV。
|
||||
|
||||
| Expert | Macro-F1 ↑ | MAE ↓ | Pearson ↑ | 可强制使用比例 |
|
||||
| --- | ---: | ---: | ---: | ---: |
|
||||
| T | 0.590 | 0.643 | 0.606 | 0.471 |
|
||||
| A | 0.318 | 0.779 | 0.252 | 0.412 |
|
||||
| V | 0.429 | 0.747 | 0.340 | 0.390 |
|
||||
| TA | 0.567 | 0.659 | 0.577 | 0.393 |
|
||||
| TV | 0.561 | 0.667 | 0.567 | 0.372 |
|
||||
| AV | 0.393 | 0.799 | 0.349 | 0.372 |
|
||||
| TAV | 0.531 | 0.708 | 0.542 | 0.354 |
|
||||
| learned_router | 0.600 | 0.641 | 0.605 | 0.490 |
|
||||
|
||||
## 两个任务的 expert 偏好
|
||||
|
||||
在 48 个 seed—条件组合中，分类 Macro-F1 与回归 MAE 的平均 Spearman ρ 为 **-0.885**。MAE 越低越好，因此负相关表示两个指标倾向于选中相似的 expert。Macro-F1 与 Pearson 的平均 ρ 为 **0.931**。
|
||||
|
||||
六个重点条件下的相关性先按三个 seed 求平均；最优 expert 一栏显示三个 seed 中的多数结果：
|
||||
|
||||
| 条件 | ρ(Macro-F1, MAE) | ρ(Macro-F1, Pearson) | Macro-F1 最优 | MAE 最优 | Pearson 最优 |
|
||||
| --- | ---: | ---: | --- | --- | --- |
|
||||
| Clean | -0.881 | 0.940 | T (3/3) | T (3/3) | T (3/3) |
|
||||
| Text 30% | -0.905 | 0.929 | T (3/3) | T (3/3) | T (3/3) |
|
||||
| Audio 30% | -0.833 | 0.893 | T (1/3), TA (1/3), TAV (1/3) | T (2/3) | T (3/3) |
|
||||
| Vision 30% | -0.905 | 0.940 | T (3/3) | T (3/3) | T (3/3) |
|
||||
| Audio+Vision 30% | -0.869 | 0.905 | T (1/3), TA (1/3), TV (1/3) | TA (2/3) | T (3/3) |
|
||||
| All-modal 30% | -0.917 | 0.976 | T (3/3) | T (3/3) | T (3/3) |
|
||||
|
||||
各指标的最优 expert 次数：Macro-F1（T: 40, A: 0, V: 0, TA: 4, TV: 2, AV: 0, TAV: 2）；MAE（T: 44, A: 0, V: 0, TA: 4, TV: 0, AV: 0, TAV: 0）；Pearson（T: 48, A: 0, V: 0, TA: 0, TV: 0, AV: 0, TAV: 0）。
|
||||
|
||||
当前排名没有显示稳定的分类—回归 expert 分工：Macro-F1 较高通常同时对应较低 MAE 和较高 Pearson；文本 expert 在分类与回归指标上都是最常见的赢家。因此，这项诊断**没有提供增加第二个 router 所需的任务特异模态偏好证据**。目前保留 single-router 作为活动参照；这不代表两个任务在任何数据或设置下都不可能需要不同路由。
|
||||
|
||||
## 结论范围
|
||||
|
||||
输入是官方提供的 50 个有序 wordpiece 位置。结果只反映这些位置及本次缺失掩码下的任务与 expert 关系，不表示物理时间可靠性。
|
||||
|
||||
逐条件结果见 `forced_expert_metrics.csv` 和 `rank_concordance.csv`；跨 seed 汇总见 `expert_task_preference_summary.csv`。
|
||||
BIN
Binary file not shown.
+337
@@ -0,0 +1,337 @@
|
||||
method,seed,condition,expert,available_position_fraction,accuracy,macro_f1,mae,pearson
|
||||
B5_mofe_mlp,42,clean,T,0.5117582417582418,0.6304945054945055,0.595530036337148,0.6439222097396851,0.6129420612443442
|
||||
B5_mofe_mlp,42,clean,A,0.4704945054945055,0.47527472527472525,0.298145070470697,0.7733861207962036,0.18784968852824
|
||||
B5_mofe_mlp,42,clean,V,0.44483516483516483,0.5027472527472527,0.40175895555984303,0.766243577003479,0.24655657337265044
|
||||
B5_mofe_mlp,42,clean,TA,0.4704945054945055,0.6126373626373627,0.5778441259738553,0.6754669547080994,0.5976613672709937
|
||||
B5_mofe_mlp,42,clean,TV,0.44483516483516483,0.5659340659340659,0.5313464424314036,0.6711714863777161,0.5439695555081324
|
||||
B5_mofe_mlp,42,clean,AV,0.44483516483516483,0.39972527472527475,0.32010564554339865,0.8058619499206543,0.2853473823193152
|
||||
B5_mofe_mlp,42,clean,TAV,0.44483516483516483,0.5192307692307693,0.5075932022075595,0.7201082110404968,0.5295944326442668
|
||||
B5_mofe_mlp,42,text_10,T,0.46244505494505495,0.625,0.586687579750888,0.6396908164024353,0.6069353393592744
|
||||
B5_mofe_mlp,42,text_10,A,0.4704945054945055,0.4725274725274725,0.29847247595086945,0.7734847068786621,0.1872761811347766
|
||||
B5_mofe_mlp,42,text_10,V,0.44483516483516483,0.5013736263736264,0.40093402112196824,0.7681402564048767,0.23859029167275192
|
||||
B5_mofe_mlp,42,text_10,TA,0.4237362637362637,0.6043956043956044,0.5640906610207688,0.6682833433151245,0.590374645148395
|
||||
B5_mofe_mlp,42,text_10,TV,0.4011813186813187,0.5590659340659341,0.5191159133025295,0.6736815571784973,0.5364919274641561
|
||||
B5_mofe_mlp,42,text_10,AV,0.44483516483516483,0.39697802197802196,0.31798635878496145,0.8078023195266724,0.2802269980427409
|
||||
B5_mofe_mlp,42,text_10,TAV,0.4011813186813187,0.5233516483516484,0.5067270736643431,0.7274370193481445,0.5169178278994004
|
||||
B5_mofe_mlp,42,audio_10,T,0.5117582417582418,0.6291208791208791,0.5945275158931668,0.642977774143219,0.613275492732102
|
||||
B5_mofe_mlp,42,audio_10,A,0.4218681318681319,0.5206043956043956,0.3800213409408812,0.7459056973457336,0.3452087882296117
|
||||
B5_mofe_mlp,42,audio_10,V,0.44483516483516483,0.5027472527472527,0.40304222030887615,0.7655854225158691,0.2472652676368147
|
||||
B5_mofe_mlp,42,audio_10,TA,0.4218681318681319,0.6208791208791209,0.5887443905119517,0.6653785109519958,0.6021205001293886
|
||||
B5_mofe_mlp,42,audio_10,TV,0.44483516483516483,0.5645604395604396,0.5312885900336469,0.6704310178756714,0.5439517055201103
|
||||
B5_mofe_mlp,42,audio_10,AV,0.39903846153846156,0.4642857142857143,0.3849597770559165,0.7626285552978516,0.395749971509581
|
||||
B5_mofe_mlp,42,audio_10,TAV,0.39903846153846156,0.5343406593406593,0.5227392208880216,0.6968365907669067,0.5554522946329644
|
||||
B5_mofe_mlp,42,vision_10,T,0.5117582417582418,0.6291208791208791,0.5943509173547352,0.6446217894554138,0.6129818568677179
|
||||
B5_mofe_mlp,42,vision_10,A,0.4704945054945055,0.4766483516483517,0.2989428209119208,0.7728794813156128,0.18769972077258862
|
||||
B5_mofe_mlp,42,vision_10,V,0.39766483516483514,0.521978021978022,0.43087711258901057,0.7396351099014282,0.3554675683918263
|
||||
B5_mofe_mlp,42,vision_10,TA,0.4704945054945055,0.6098901098901099,0.5742147768264858,0.6766067743301392,0.5972162914035549
|
||||
B5_mofe_mlp,42,vision_10,TV,0.39766483516483514,0.5865384615384616,0.55296383612865,0.6538858413696289,0.5634815784773998
|
||||
B5_mofe_mlp,42,vision_10,AV,0.39766483516483514,0.4697802197802198,0.3822322738135533,0.7551643252372742,0.38427665028451974
|
||||
B5_mofe_mlp,42,vision_10,TAV,0.39766483516483514,0.5494505494505495,0.5360678828855083,0.6838967204093933,0.5509730603354713
|
||||
B5_mofe_mlp,42,audio_vision_10,T,0.5117582417582418,0.6304945054945055,0.5962642544403453,0.6440325975418091,0.6128134692505169
|
||||
B5_mofe_mlp,42,audio_vision_10,A,0.421978021978022,0.5123626373626373,0.3684800611034152,0.7456803917884827,0.33199118394826943
|
||||
B5_mofe_mlp,42,audio_vision_10,V,0.3991758241758242,0.5288461538461539,0.4393232991026214,0.7295649647712708,0.3589533434031505
|
||||
B5_mofe_mlp,42,audio_vision_10,TA,0.421978021978022,0.6071428571428571,0.5708085735541816,0.6724270582199097,0.6024973312871745
|
||||
B5_mofe_mlp,42,audio_vision_10,TV,0.3991758241758242,0.5824175824175825,0.5450890570908877,0.652445375919342,0.5628683926779028
|
||||
B5_mofe_mlp,42,audio_vision_10,AV,0.3991758241758242,0.4807692307692308,0.3902098705265415,0.7563263773918152,0.3809814529152993
|
||||
B5_mofe_mlp,42,audio_vision_10,TAV,0.3991758241758242,0.5508241758241759,0.5380789099976825,0.6938034892082214,0.5469244359251345
|
||||
B5_mofe_mlp,42,all_modalities_10,T,0.4626098901098901,0.6236263736263736,0.5896180574655738,0.644334077835083,0.6061671603432021
|
||||
B5_mofe_mlp,42,all_modalities_10,A,0.4235989010989011,0.47802197802197804,0.29851508448322833,0.7703589200973511,0.19932721022116437
|
||||
B5_mofe_mlp,42,all_modalities_10,V,0.4010164835164835,0.5096153846153846,0.40743192506208387,0.7642088532447815,0.2536261885599537
|
||||
B5_mofe_mlp,42,all_modalities_10,TA,0.4235989010989011,0.6071428571428571,0.5695040612711005,0.6758896708488464,0.5936468866005145
|
||||
B5_mofe_mlp,42,all_modalities_10,TV,0.4010164835164835,0.5769230769230769,0.5415381488196198,0.6721597909927368,0.5447657707430857
|
||||
B5_mofe_mlp,42,all_modalities_10,AV,0.4010164835164835,0.4024725274725275,0.3202895136648401,0.8006964921951294,0.28858268928350844
|
||||
B5_mofe_mlp,42,all_modalities_10,TAV,0.4010164835164835,0.5192307692307693,0.5060589429054257,0.7209683060646057,0.5279374148247811
|
||||
B5_mofe_mlp,42,text_20,T,0.4137362637362637,0.6277472527472527,0.5834715774578197,0.6387249827384949,0.595955769366048
|
||||
B5_mofe_mlp,42,text_20,A,0.4704945054945055,0.47115384615384615,0.2975569493673755,0.7751386761665344,0.17787620014502312
|
||||
B5_mofe_mlp,42,text_20,V,0.44483516483516483,0.49313186813186816,0.3957467065496128,0.7714186310768127,0.22587158419370937
|
||||
B5_mofe_mlp,42,text_20,TA,0.3776923076923077,0.6043956043956044,0.5611937927949194,0.6714186668395996,0.5678669912027287
|
||||
B5_mofe_mlp,42,text_20,TV,0.3565384615384615,0.5686813186813187,0.5239313100098085,0.681026816368103,0.5269364291198027
|
||||
B5_mofe_mlp,42,text_20,AV,0.44483516483516483,0.39972527472527475,0.31990146004230513,0.8130425810813904,0.2707806455648105
|
||||
B5_mofe_mlp,42,text_20,TAV,0.3565384615384615,0.5192307692307693,0.49528792280719197,0.7405415773391724,0.5088571803296038
|
||||
B5_mofe_mlp,42,audio_20,T,0.5117582417582418,0.6277472527472527,0.5934285449238298,0.6425583362579346,0.61296028794768
|
||||
B5_mofe_mlp,42,audio_20,A,0.3777747252747253,0.5370879120879121,0.4088556651206101,0.721038818359375,0.4088036003378612
|
||||
B5_mofe_mlp,42,audio_20,V,0.44483516483516483,0.5027472527472527,0.4043940692076286,0.766434907913208,0.2463825958649145
|
||||
B5_mofe_mlp,42,audio_20,TA,0.3777747252747253,0.6291208791208791,0.5983548479511946,0.6565340757369995,0.6034849351932553
|
||||
B5_mofe_mlp,42,audio_20,TV,0.44483516483516483,0.5618131868131868,0.5278821116181079,0.6707059144973755,0.5439704154498037
|
||||
B5_mofe_mlp,42,audio_20,AV,0.356978021978022,0.49175824175824173,0.4044220197597692,0.7304497957229614,0.46939736345936744
|
||||
B5_mofe_mlp,42,audio_20,TAV,0.356978021978022,0.554945054945055,0.5389342277853322,0.6833800673484802,0.5631089758912269
|
||||
B5_mofe_mlp,42,vision_20,T,0.5117582417582418,0.6304945054945055,0.595665938533476,0.645626425743103,0.6129211456979007
|
||||
B5_mofe_mlp,42,vision_20,A,0.4704945054945055,0.4739010989010989,0.294076640863259,0.772672712802887,0.1917203096512453
|
||||
B5_mofe_mlp,42,vision_20,V,0.3548901098901099,0.5494505494505495,0.4673960507937731,0.7191774845123291,0.4004458766947187
|
||||
B5_mofe_mlp,42,vision_20,TA,0.4704945054945055,0.6071428571428571,0.5708690749466393,0.6775083541870117,0.5974902403406877
|
||||
B5_mofe_mlp,42,vision_20,TV,0.3548901098901099,0.6016483516483516,0.5649164229707409,0.647191047668457,0.5713132358596449
|
||||
B5_mofe_mlp,42,vision_20,AV,0.3548901098901099,0.5137362637362637,0.43167042702402014,0.7291663289070129,0.41618639794585793
|
||||
B5_mofe_mlp,42,vision_20,TAV,0.3548901098901099,0.5741758241758241,0.5579426783722908,0.6710066199302673,0.5582889096221613
|
||||
B5_mofe_mlp,42,audio_vision_20,T,0.5117582417582418,0.6291208791208791,0.5952612725131757,0.6444123387336731,0.612903588247494
|
||||
B5_mofe_mlp,42,audio_vision_20,A,0.37423076923076926,0.5288461538461539,0.393885105990035,0.7293429374694824,0.3882759036052619
|
||||
B5_mofe_mlp,42,audio_vision_20,V,0.3539285714285714,0.5494505494505495,0.4675111779446084,0.7149078249931335,0.41871280252003096
|
||||
B5_mofe_mlp,42,audio_vision_20,TA,0.37423076923076926,0.6195054945054945,0.5844559446078783,0.669805645942688,0.6008561243242124
|
||||
B5_mofe_mlp,42,audio_vision_20,TV,0.3539285714285714,0.5892857142857143,0.5537996616712025,0.6531057953834534,0.5563709108545314
|
||||
B5_mofe_mlp,42,audio_vision_20,AV,0.3539285714285714,0.4945054945054945,0.4048075528799828,0.7323312163352966,0.42436332585578096
|
||||
B5_mofe_mlp,42,audio_vision_20,TAV,0.3539285714285714,0.5535714285714286,0.5374035508293326,0.6750969290733337,0.5556165429960925
|
||||
B5_mofe_mlp,42,all_modalities_20,T,0.41145604395604396,0.6112637362637363,0.5753999256800798,0.6470812559127808,0.6110403126351307
|
||||
B5_mofe_mlp,42,all_modalities_20,A,0.37502747252747254,0.48214285714285715,0.30971805746653613,0.7708897590637207,0.1984384514917167
|
||||
B5_mofe_mlp,42,all_modalities_20,V,0.35456043956043953,0.5,0.40444384179778897,0.768601655960083,0.24785317295609371
|
||||
B5_mofe_mlp,42,all_modalities_20,TA,0.37502747252747254,0.6126373626373627,0.581822149187397,0.6791433095932007,0.5855706598675895
|
||||
B5_mofe_mlp,42,all_modalities_20,TV,0.35456043956043953,0.5714285714285714,0.5350638931866368,0.6752636432647705,0.539181947101854
|
||||
B5_mofe_mlp,42,all_modalities_20,AV,0.35456043956043953,0.4065934065934066,0.33361946481005195,0.7985524535179138,0.28911162438768584
|
||||
B5_mofe_mlp,42,all_modalities_20,TAV,0.35456043956043953,0.5137362637362637,0.5016717439879469,0.723558783531189,0.522880930319737
|
||||
B5_mofe_mlp,42,text_30,T,0.36975274725274726,0.6002747252747253,0.5489214966247952,0.6610613465309143,0.5660732620520418
|
||||
B5_mofe_mlp,42,text_30,A,0.4704945054945055,0.4739010989010989,0.29743008078567407,0.7761889696121216,0.1678484467957318
|
||||
B5_mofe_mlp,42,text_30,V,0.44483516483516483,0.489010989010989,0.3906705384925391,0.7730352282524109,0.21533832545300696
|
||||
B5_mofe_mlp,42,text_30,TA,0.3367857142857143,0.5769230769230769,0.5309590282919976,0.6845227479934692,0.5380880477965313
|
||||
B5_mofe_mlp,42,text_30,TV,0.31706043956043956,0.5563186813186813,0.5074245114833101,0.6991908550262451,0.5079541484193177
|
||||
B5_mofe_mlp,42,text_30,AV,0.44483516483516483,0.38873626373626374,0.3106438181055198,0.8153451681137085,0.25647904474699446
|
||||
B5_mofe_mlp,42,text_30,TAV,0.31706043956043956,0.510989010989011,0.48202998092174165,0.7513630390167236,0.4807588760950029
|
||||
B5_mofe_mlp,42,audio_30,T,0.5117582417582418,0.6304945054945055,0.5962642544403453,0.6413891911506653,0.6140593651176108
|
||||
B5_mofe_mlp,42,audio_30,A,0.3262087912087912,0.5480769230769231,0.4494048835498772,0.7181517481803894,0.4130354529119704
|
||||
B5_mofe_mlp,42,audio_30,V,0.44483516483516483,0.5027472527472527,0.40552179812400446,0.7659019231796265,0.24744831420819957
|
||||
B5_mofe_mlp,42,audio_30,TA,0.3262087912087912,0.6291208791208791,0.5964728532922603,0.6501736640930176,0.6030689771166702
|
||||
B5_mofe_mlp,42,audio_30,TV,0.44483516483516483,0.5618131868131868,0.5278372031251927,0.6705803871154785,0.5438638322507882
|
||||
B5_mofe_mlp,42,audio_30,AV,0.3069230769230769,0.49862637362637363,0.42544608223551644,0.7236812114715576,0.45260841133749147
|
||||
B5_mofe_mlp,42,audio_30,TAV,0.3069230769230769,0.5673076923076923,0.5511576680296482,0.6794567704200745,0.5516787374683813
|
||||
B5_mofe_mlp,42,vision_30,T,0.5117582417582418,0.6263736263736264,0.59178963181016,0.6464172601699829,0.6124405738784353
|
||||
B5_mofe_mlp,42,vision_30,A,0.4704945054945055,0.47527472527472525,0.29307320983548674,0.7725724577903748,0.18981334780850148
|
||||
B5_mofe_mlp,42,vision_30,V,0.3138186813186813,0.5480769230769231,0.46141777713440435,0.7053897380828857,0.4504351822566667
|
||||
B5_mofe_mlp,42,vision_30,TA,0.4704945054945055,0.6112637362637363,0.5755727285311548,0.6785207986831665,0.5965959233259053
|
||||
B5_mofe_mlp,42,vision_30,TV,0.3138186813186813,0.5947802197802198,0.5518425273811883,0.6574218273162842,0.5668784431581148
|
||||
B5_mofe_mlp,42,vision_30,AV,0.3138186813186813,0.5027472527472527,0.413102983693412,0.7221376299858093,0.4423578428565793
|
||||
B5_mofe_mlp,42,vision_30,TAV,0.3138186813186813,0.5810439560439561,0.5627987997604266,0.6714197397232056,0.5504939616109109
|
||||
B5_mofe_mlp,42,audio_vision_30,T,0.5117582417582418,0.6291208791208791,0.5956657591699687,0.6447409987449646,0.6124815887059187
|
||||
B5_mofe_mlp,42,audio_vision_30,A,0.32593406593406593,0.5412087912087912,0.4293427018964002,0.7119898796081543,0.4611692059662869
|
||||
B5_mofe_mlp,42,audio_vision_30,V,0.308489010989011,0.5741758241758241,0.5081685315054737,0.7036085724830627,0.46865245226218855
|
||||
B5_mofe_mlp,42,audio_vision_30,TA,0.32593406593406593,0.6167582417582418,0.5796313859552673,0.6652615666389465,0.6066108477643619
|
||||
B5_mofe_mlp,42,audio_vision_30,TV,0.308489010989011,0.6085164835164835,0.5747678972005031,0.6532444953918457,0.5685188687826935
|
||||
B5_mofe_mlp,42,audio_vision_30,AV,0.308489010989011,0.5178571428571429,0.4479560935960237,0.704010009765625,0.473760873249426
|
||||
B5_mofe_mlp,42,audio_vision_30,TAV,0.308489010989011,0.5769230769230769,0.5590219753958139,0.6671830415725708,0.5613400189071075
|
||||
B5_mofe_mlp,42,all_modalities_30,T,0.3595054945054945,0.6332417582417582,0.5994013685816965,0.642018735408783,0.6142476754248422
|
||||
B5_mofe_mlp,42,all_modalities_30,A,0.32604395604395603,0.4876373626373626,0.32114976052878363,0.7629672288894653,0.24577614371604897
|
||||
B5_mofe_mlp,42,all_modalities_30,V,0.30766483516483517,0.5137362637362637,0.41564992061683226,0.7619248032569885,0.2628075288162841
|
||||
B5_mofe_mlp,42,all_modalities_30,TA,0.32604395604395603,0.6277472527472527,0.5901208902602798,0.6717713475227356,0.6055638351449961
|
||||
B5_mofe_mlp,42,all_modalities_30,TV,0.30766483516483517,0.5851648351648352,0.550384612243989,0.6579669713973999,0.5550816637819891
|
||||
B5_mofe_mlp,42,all_modalities_30,AV,0.30766483516483517,0.43131868131868134,0.3524060719327709,0.7886311411857605,0.2950171215037075
|
||||
B5_mofe_mlp,42,all_modalities_30,TAV,0.30766483516483517,0.5206043956043956,0.5084554432330729,0.7108278274536133,0.5347221240292945
|
||||
B5_mofe_mlp,3407,clean,T,0.5117582417582418,0.6002747252747253,0.589715106019248,0.6271728873252869,0.6222406977786201
|
||||
B5_mofe_mlp,3407,clean,A,0.4704945054945055,0.46703296703296704,0.25617731189594245,0.8055213093757629,0.08527244746812068
|
||||
B5_mofe_mlp,3407,clean,V,0.44483516483516483,0.45879120879120877,0.3911083700819353,0.7868512272834778,0.27334952956888975
|
||||
B5_mofe_mlp,3407,clean,TA,0.4704945054945055,0.5796703296703297,0.5637105051146315,0.6420981884002686,0.5835249053178219
|
||||
B5_mofe_mlp,3407,clean,TV,0.44483516483516483,0.6153846153846154,0.5641846149831432,0.6430085301399231,0.5929148218414205
|
||||
B5_mofe_mlp,3407,clean,AV,0.44483516483516483,0.3791208791208791,0.31403029968176926,0.8854933381080627,0.2789162730797137
|
||||
B5_mofe_mlp,3407,clean,TAV,0.44483516483516483,0.5879120879120879,0.5681219195313041,0.6709685921669006,0.5645502116442188
|
||||
B5_mofe_mlp,3407,text_10,T,0.46123626373626375,0.614010989010989,0.5962559055831377,0.6278678774833679,0.617857871648632
|
||||
B5_mofe_mlp,3407,text_10,A,0.4704945054945055,0.4642857142857143,0.24969978803929094,0.8068049550056458,0.08051328125107551
|
||||
B5_mofe_mlp,3407,text_10,V,0.44483516483516483,0.4574175824175824,0.3878406396990897,0.7909942269325256,0.26236773636559957
|
||||
B5_mofe_mlp,3407,text_10,TA,0.42271978021978024,0.5879120879120879,0.5646643159293967,0.6490334868431091,0.5744751061732449
|
||||
B5_mofe_mlp,3407,text_10,TV,0.39942307692307694,0.6085164835164835,0.5474885374714241,0.6448302268981934,0.5895230158639547
|
||||
B5_mofe_mlp,3407,text_10,AV,0.44483516483516483,0.37774725274725274,0.3110187465790914,0.8889136910438538,0.2696459968528376
|
||||
B5_mofe_mlp,3407,text_10,TAV,0.39942307692307694,0.5934065934065934,0.563693177045021,0.6679768562316895,0.5622421334799538
|
||||
B5_mofe_mlp,3407,audio_10,T,0.5117582417582418,0.5989010989010989,0.5878169018954168,0.6271204948425293,0.6223836004743148
|
||||
B5_mofe_mlp,3407,audio_10,A,0.4228021978021978,0.5027472527472527,0.332656408166132,0.7686276435852051,0.2539853638071684
|
||||
B5_mofe_mlp,3407,audio_10,V,0.44483516483516483,0.45604395604395603,0.38920601362461826,0.7875473499298096,0.27266225636799185
|
||||
B5_mofe_mlp,3407,audio_10,TA,0.4228021978021978,0.5947802197802198,0.5806242036699651,0.6359114050865173,0.5923569096429423
|
||||
B5_mofe_mlp,3407,audio_10,TV,0.44483516483516483,0.6167582417582418,0.5663217661957952,0.6429393887519836,0.5927651982092371
|
||||
B5_mofe_mlp,3407,audio_10,AV,0.3992857142857143,0.44505494505494503,0.40079404466501245,0.8398518562316895,0.37350790006416895
|
||||
B5_mofe_mlp,3407,audio_10,TAV,0.3992857142857143,0.5879120879120879,0.5677938460265421,0.6635177135467529,0.5747748813576409
|
||||
B5_mofe_mlp,3407,vision_10,T,0.5117582417582418,0.5989010989010989,0.5881686695855791,0.6271764636039734,0.6224112877034929
|
||||
B5_mofe_mlp,3407,vision_10,A,0.4704945054945055,0.4697802197802198,0.2617495652772756,0.8053902387619019,0.08562714494931029
|
||||
B5_mofe_mlp,3407,vision_10,V,0.39975274725274723,0.5164835164835165,0.4530382033974704,0.7460650205612183,0.3701696777824128
|
||||
B5_mofe_mlp,3407,vision_10,TA,0.4704945054945055,0.5810439560439561,0.5652874494272252,0.6420679688453674,0.5835241403957903
|
||||
B5_mofe_mlp,3407,vision_10,TV,0.39975274725274723,0.6208791208791209,0.5716893090185614,0.6368684768676758,0.5996522472016457
|
||||
B5_mofe_mlp,3407,vision_10,AV,0.39975274725274723,0.4340659340659341,0.3798771393241414,0.8302299380302429,0.366026727245457
|
||||
B5_mofe_mlp,3407,vision_10,TAV,0.39975274725274723,0.5975274725274725,0.5773266951804078,0.6591137051582336,0.573922934425617
|
||||
B5_mofe_mlp,3407,audio_vision_10,T,0.5117582417582418,0.6002747252747253,0.5895426241854899,0.6275323629379272,0.6220930974326538
|
||||
B5_mofe_mlp,3407,audio_vision_10,A,0.421978021978022,0.4793956043956044,0.2964038513186514,0.7789896726608276,0.2398897695596731
|
||||
B5_mofe_mlp,3407,audio_vision_10,V,0.3987912087912088,0.4945054945054945,0.44061682531723784,0.7518566846847534,0.38529247892112506
|
||||
B5_mofe_mlp,3407,audio_vision_10,TA,0.421978021978022,0.5906593406593407,0.5759372217914477,0.6386086344718933,0.5889149782654084
|
||||
B5_mofe_mlp,3407,audio_vision_10,TV,0.3987912087912088,0.6195054945054945,0.5730831708901883,0.6402207016944885,0.5971608635562845
|
||||
B5_mofe_mlp,3407,audio_vision_10,AV,0.3987912087912088,0.4409340659340659,0.39365944462354036,0.8360045552253723,0.37457825919086657
|
||||
B5_mofe_mlp,3407,audio_vision_10,TAV,0.3987912087912088,0.5879120879120879,0.5702051410805352,0.6638661623001099,0.5713070790736874
|
||||
B5_mofe_mlp,3407,all_modalities_10,T,0.4610164835164835,0.5934065934065934,0.5840003133946626,0.63011234998703,0.6190678344486067
|
||||
B5_mofe_mlp,3407,all_modalities_10,A,0.4225274725274725,0.47115384615384615,0.2646409174971828,0.8042468428611755,0.08459595129973409
|
||||
B5_mofe_mlp,3407,all_modalities_10,V,0.39947802197802196,0.46016483516483514,0.39465376804402846,0.7862517237663269,0.2773313002639839
|
||||
B5_mofe_mlp,3407,all_modalities_10,TA,0.4225274725274725,0.5824175824175825,0.5671818574180514,0.6445116400718689,0.5822325816333559
|
||||
B5_mofe_mlp,3407,all_modalities_10,TV,0.39947802197802196,0.6043956043956044,0.5508070001152509,0.6478140354156494,0.5896831136236704
|
||||
B5_mofe_mlp,3407,all_modalities_10,AV,0.39947802197802196,0.3873626373626374,0.32667745632365675,0.8781698942184448,0.28384183315332934
|
||||
B5_mofe_mlp,3407,all_modalities_10,TAV,0.39947802197802196,0.5796703296703297,0.5603794485883429,0.6692947745323181,0.5686062320633599
|
||||
B5_mofe_mlp,3407,text_20,T,0.4073076923076923,0.6016483516483516,0.5744089403315806,0.6390801072120667,0.6021358626478962
|
||||
B5_mofe_mlp,3407,text_20,A,0.4704945054945055,0.4642857142857143,0.2494552539431357,0.8059768080711365,0.07746180938998821
|
||||
B5_mofe_mlp,3407,text_20,V,0.44483516483516483,0.45467032967032966,0.38380648966660313,0.793641984462738,0.24830688010478227
|
||||
B5_mofe_mlp,3407,text_20,TA,0.37112637362637363,0.5741758241758241,0.5418661031211773,0.6627365350723267,0.5604770780530056
|
||||
B5_mofe_mlp,3407,text_20,TV,0.3507142857142857,0.603021978021978,0.5357923985725986,0.6560192704200745,0.5732426799450642
|
||||
B5_mofe_mlp,3407,text_20,AV,0.44483516483516483,0.3791208791208791,0.3126586105031628,0.8910257816314697,0.25653375730622274
|
||||
B5_mofe_mlp,3407,text_20,TAV,0.3507142857142857,0.5934065934065934,0.5604543054498898,0.6754387021064758,0.5450045102927684
|
||||
B5_mofe_mlp,3407,audio_20,T,0.5117582417582418,0.6002747252747253,0.5893745342941709,0.6272591948509216,0.6221016794037438
|
||||
B5_mofe_mlp,3407,audio_20,A,0.37486263736263736,0.4945054945054945,0.3373484461000103,0.7447602152824402,0.3567553342617643
|
||||
B5_mofe_mlp,3407,audio_20,V,0.44483516483516483,0.46016483516483514,0.3944283930013793,0.7885401844978333,0.2723842014763785
|
||||
B5_mofe_mlp,3407,audio_20,TA,0.37486263736263736,0.5975274725274725,0.5831680958487365,0.6350199580192566,0.5940990561424356
|
||||
B5_mofe_mlp,3407,audio_20,TV,0.44483516483516483,0.6167582417582418,0.5667282248122798,0.6437039971351624,0.5927168852036161
|
||||
B5_mofe_mlp,3407,audio_20,AV,0.354010989010989,0.4697802197802198,0.42693867646678624,0.8040833473205566,0.41986361746775985
|
||||
B5_mofe_mlp,3407,audio_20,TAV,0.354010989010989,0.6002747252747253,0.5813735202449936,0.6587744355201721,0.5783158306220523
|
||||
B5_mofe_mlp,3407,vision_20,T,0.5117582417582418,0.6002747252747253,0.5892252758196194,0.6273123025894165,0.6225084305561861
|
||||
B5_mofe_mlp,3407,vision_20,A,0.4704945054945055,0.4684065934065934,0.25920850508591314,0.8053038716316223,0.0857924968918223
|
||||
B5_mofe_mlp,3407,vision_20,V,0.3525,0.5288461538461539,0.4720058888479941,0.7252842783927917,0.41317316472128224
|
||||
B5_mofe_mlp,3407,vision_20,TA,0.4704945054945055,0.5824175824175825,0.5670673740607254,0.6420119404792786,0.5840681638144474
|
||||
B5_mofe_mlp,3407,vision_20,TV,0.3525,0.625,0.5781351467902999,0.6339039206504822,0.5999731536004191
|
||||
B5_mofe_mlp,3407,vision_20,AV,0.3525,0.47802197802197804,0.4364142415752362,0.7915684580802917,0.4020387452763518
|
||||
B5_mofe_mlp,3407,vision_20,TAV,0.3525,0.6181318681318682,0.5982469512967439,0.656253457069397,0.5726154591849658
|
||||
B5_mofe_mlp,3407,audio_vision_20,T,0.5117582417582418,0.5989010989010989,0.5883115478052187,0.627071738243103,0.6227612439489552
|
||||
B5_mofe_mlp,3407,audio_vision_20,A,0.36782967032967034,0.5123626373626373,0.3814657210401891,0.7518494725227356,0.3353158204477575
|
||||
B5_mofe_mlp,3407,audio_vision_20,V,0.3472802197802198,0.5247252747252747,0.4843248302906597,0.7358435392379761,0.4214120030770159
|
||||
B5_mofe_mlp,3407,audio_vision_20,TA,0.36782967032967034,0.6002747252747253,0.5892792851694453,0.628782331943512,0.6006774631204904
|
||||
B5_mofe_mlp,3407,audio_vision_20,TV,0.3472802197802198,0.6332417582417582,0.5964419732456347,0.6303027868270874,0.6076400985344274
|
||||
B5_mofe_mlp,3407,audio_vision_20,AV,0.3472802197802198,0.46565934065934067,0.4355944055944056,0.8029803037643433,0.41656408552542945
|
||||
B5_mofe_mlp,3407,audio_vision_20,TAV,0.3472802197802198,0.6002747252747253,0.5862363095320736,0.6544462442398071,0.585378630597988
|
||||
B5_mofe_mlp,3407,all_modalities_20,T,0.40958791208791206,0.6002747252747253,0.5899048320687862,0.6346542239189148,0.61001396406442
|
||||
B5_mofe_mlp,3407,all_modalities_20,A,0.37326923076923074,0.4739010989010989,0.27165625210557365,0.8040055632591248,0.10424718487552988
|
||||
B5_mofe_mlp,3407,all_modalities_20,V,0.35244505494505496,0.4642857142857143,0.40252151018656984,0.7802431583404541,0.29135083510415233
|
||||
B5_mofe_mlp,3407,all_modalities_20,TA,0.37326923076923074,0.5686813186813187,0.5572575422788313,0.6487621665000916,0.5725190946033569
|
||||
B5_mofe_mlp,3407,all_modalities_20,TV,0.35244505494505496,0.6126373626373627,0.5629491230638092,0.649815022945404,0.5810131620167055
|
||||
B5_mofe_mlp,3407,all_modalities_20,AV,0.35244505494505496,0.3956043956043956,0.3405710346065853,0.8701844215393066,0.3057071868398566
|
||||
B5_mofe_mlp,3407,all_modalities_20,TAV,0.35244505494505496,0.5837912087912088,0.5631923344724951,0.6739726066589355,0.559728652392748
|
||||
B5_mofe_mlp,3407,text_30,T,0.36063186813186815,0.6112637362637363,0.5806932321558671,0.6485379934310913,0.5795620041997364
|
||||
B5_mofe_mlp,3407,text_30,A,0.4704945054945055,0.46703296703296704,0.2536900771342752,0.8093824982643127,0.062449346059579636
|
||||
B5_mofe_mlp,3407,text_30,V,0.44483516483516483,0.4409340659340659,0.3710188660549014,0.7965743541717529,0.24688085844704077
|
||||
B5_mofe_mlp,3407,text_30,TA,0.32774725274725275,0.592032967032967,0.5537539943729123,0.6646007299423218,0.539540874633729
|
||||
B5_mofe_mlp,3407,text_30,TV,0.3087362637362637,0.6016483516483516,0.5385391277047284,0.661797046661377,0.553382704054472
|
||||
B5_mofe_mlp,3407,text_30,AV,0.44483516483516483,0.37225274725274726,0.3029182824443429,0.8928881883621216,0.2563737225632936
|
||||
B5_mofe_mlp,3407,text_30,TAV,0.3087362637362637,0.5865384615384616,0.5490273643806375,0.6738437414169312,0.5345429616136375
|
||||
B5_mofe_mlp,3407,audio_30,T,0.5117582417582418,0.6002747252747253,0.5893745342941709,0.6269524693489075,0.6225361454710463
|
||||
B5_mofe_mlp,3407,audio_30,A,0.3245879120879121,0.532967032967033,0.41756519321424274,0.7341850399971008,0.4112199578484464
|
||||
B5_mofe_mlp,3407,audio_30,V,0.44483516483516483,0.45054945054945056,0.3832106337593439,0.7885648012161255,0.2735580453202714
|
||||
B5_mofe_mlp,3407,audio_30,TA,0.3245879120879121,0.6085164835164835,0.5930238521146932,0.6325163841247559,0.5979866887810961
|
||||
B5_mofe_mlp,3407,audio_30,TV,0.44483516483516483,0.6112637362637363,0.5583419641348294,0.6421341896057129,0.5937514392972938
|
||||
B5_mofe_mlp,3407,audio_30,AV,0.3048351648351648,0.5,0.4623444097193838,0.7733940482139587,0.4553589708631863
|
||||
B5_mofe_mlp,3407,audio_30,TAV,0.3048351648351648,0.614010989010989,0.5938581135634877,0.6490943431854248,0.5943926321157222
|
||||
B5_mofe_mlp,3407,vision_30,T,0.5117582417582418,0.5989010989010989,0.5879942456720697,0.6273198127746582,0.6227160564904063
|
||||
B5_mofe_mlp,3407,vision_30,A,0.4704945054945055,0.4697802197802198,0.26181694968773733,0.8051190972328186,0.08667352225368381
|
||||
B5_mofe_mlp,3407,vision_30,V,0.3087087912087912,0.5233516483516484,0.461764143838227,0.7223021984100342,0.42618344773653233
|
||||
B5_mofe_mlp,3407,vision_30,TA,0.4704945054945055,0.5824175824175825,0.5672280279314932,0.6419575810432434,0.5838877628981125
|
||||
B5_mofe_mlp,3407,vision_30,TV,0.3087087912087912,0.6112637362637363,0.5662069378393744,0.641978919506073,0.5924386628826628
|
||||
B5_mofe_mlp,3407,vision_30,AV,0.3087087912087912,0.49862637362637363,0.445456810889948,0.7776786088943481,0.4216009067968943
|
||||
B5_mofe_mlp,3407,vision_30,TAV,0.3087087912087912,0.6071428571428571,0.5854633810737848,0.6539670825004578,0.575092050206525
|
||||
B5_mofe_mlp,3407,audio_vision_30,T,0.5117582417582418,0.6002747252747253,0.5893745342941709,0.627665102481842,0.6221384257612228
|
||||
B5_mofe_mlp,3407,audio_vision_30,A,0.3249725274725275,0.5425824175824175,0.43415828421831115,0.7195268273353577,0.42527940515455587
|
||||
B5_mofe_mlp,3407,audio_vision_30,V,0.3061813186813187,0.5521978021978022,0.5104487621775328,0.7024397253990173,0.48245172490908617
|
||||
B5_mofe_mlp,3407,audio_vision_30,TA,0.3249725274725275,0.6085164835164835,0.5960454962258536,0.6273004412651062,0.6054657619733786
|
||||
B5_mofe_mlp,3407,audio_vision_30,TV,0.3061813186813187,0.6195054945054945,0.5821910607231708,0.6338788866996765,0.6053650582969483
|
||||
B5_mofe_mlp,3407,audio_vision_30,AV,0.3061813186813187,0.510989010989011,0.4810449552418117,0.7675954103469849,0.4618091165069954
|
||||
B5_mofe_mlp,3407,audio_vision_30,TAV,0.3061813186813187,0.6085164835164835,0.5928020993486814,0.6524761319160461,0.5899471775250983
|
||||
B5_mofe_mlp,3407,all_modalities_30,T,0.3557967032967033,0.6057692307692307,0.5973699542180001,0.636671781539917,0.6031831013481838
|
||||
B5_mofe_mlp,3407,all_modalities_30,A,0.32255494505494503,0.47802197802197804,0.2858992684718562,0.7997275590896606,0.12003229290681895
|
||||
B5_mofe_mlp,3407,all_modalities_30,V,0.3045879120879121,0.49175824175824173,0.4332501168084348,0.7785677909851074,0.28114128593778215
|
||||
B5_mofe_mlp,3407,all_modalities_30,TA,0.32255494505494503,0.5755494505494505,0.5618376925923627,0.6488230228424072,0.5646887050197861
|
||||
B5_mofe_mlp,3407,all_modalities_30,TV,0.3045879120879121,0.6153846153846154,0.569951909037207,0.6524091362953186,0.5765149523517863
|
||||
B5_mofe_mlp,3407,all_modalities_30,AV,0.3045879120879121,0.41208791208791207,0.3552498095654271,0.860482931137085,0.28184827867802903
|
||||
B5_mofe_mlp,3407,all_modalities_30,TAV,0.3045879120879121,0.5741758241758241,0.5572916475321001,0.676213800907135,0.5462438459585837
|
||||
B5_mofe_mlp,2026,clean,T,0.5117582417582418,0.6126373626373627,0.596773495897157,0.6489740014076233,0.6011464226614753
|
||||
B5_mofe_mlp,2026,clean,A,0.4704945054945055,0.4725274725274725,0.2753954425047768,0.8250412344932556,0.2298903607017162
|
||||
B5_mofe_mlp,2026,clean,V,0.44483516483516483,0.5151098901098901,0.41609693688045696,0.741955578327179,0.33524135089906154
|
||||
B5_mofe_mlp,2026,clean,TA,0.4704945054945055,0.592032967032967,0.5532162058371736,0.6664568185806274,0.559760822402557
|
||||
B5_mofe_mlp,2026,clean,TV,0.44483516483516483,0.592032967032967,0.5774206516713903,0.7040248513221741,0.566471089961779
|
||||
B5_mofe_mlp,2026,clean,AV,0.44483516483516483,0.3626373626373626,0.34907979624206836,0.8443424105644226,0.23675835533866071
|
||||
B5_mofe_mlp,2026,clean,TAV,0.44483516483516483,0.5370879120879121,0.4651554172647243,0.800514817237854,0.5127573095239696
|
||||
B5_mofe_mlp,2026,text_10,T,0.4616758241758242,0.6126373626373627,0.5930164703753459,0.6494342088699341,0.5946752236527758
|
||||
B5_mofe_mlp,2026,text_10,A,0.4704945054945055,0.4725274725274725,0.27541290783115796,0.8262399435043335,0.22445377406080036
|
||||
B5_mofe_mlp,2026,text_10,V,0.44483516483516483,0.5123626373626373,0.41266149205541813,0.7444266080856323,0.3297960027909343
|
||||
B5_mofe_mlp,2026,text_10,TA,0.42304945054945053,0.5837912087912088,0.5397729831672579,0.6658428907394409,0.5527226500907891
|
||||
B5_mofe_mlp,2026,text_10,TV,0.4,0.592032967032967,0.571111408272237,0.6985096335411072,0.5560292322354257
|
||||
B5_mofe_mlp,2026,text_10,AV,0.44483516483516483,0.3585164835164835,0.34496753089852183,0.8458796739578247,0.23343562747276608
|
||||
B5_mofe_mlp,2026,text_10,TAV,0.4,0.5384615384615384,0.4615912536399786,0.7843563556671143,0.4964631006483741
|
||||
B5_mofe_mlp,2026,audio_10,T,0.5117582417582418,0.6112637362637363,0.594775223911222,0.6496217250823975,0.6011032755471458
|
||||
B5_mofe_mlp,2026,audio_10,A,0.4226373626373626,0.489010989010989,0.30986648206415496,0.795183539390564,0.32899907907949955
|
||||
B5_mofe_mlp,2026,audio_10,V,0.44483516483516483,0.5164835164835165,0.41734454924869885,0.7415561079978943,0.3356207601336875
|
||||
B5_mofe_mlp,2026,audio_10,TA,0.4226373626373626,0.5906593406593407,0.5523948427986319,0.6616610884666443,0.565696879589075
|
||||
B5_mofe_mlp,2026,audio_10,TV,0.44483516483516483,0.5906593406593407,0.5756793112725316,0.7050058841705322,0.5670178444167456
|
||||
B5_mofe_mlp,2026,audio_10,AV,0.3998076923076923,0.40796703296703296,0.4021505731323723,0.8058488368988037,0.339145168854004
|
||||
B5_mofe_mlp,2026,audio_10,TAV,0.3998076923076923,0.5604395604395604,0.5020907193394417,0.7697135210037231,0.5332348529741537
|
||||
B5_mofe_mlp,2026,vision_10,T,0.5117582417582418,0.6112637362637363,0.5949280494683542,0.6487315893173218,0.6010584792844983
|
||||
B5_mofe_mlp,2026,vision_10,A,0.4704945054945055,0.4725274725274725,0.2753954425047768,0.8233988285064697,0.2309789028597694
|
||||
B5_mofe_mlp,2026,vision_10,V,0.39843406593406594,0.5398351648351648,0.43853463696042566,0.714551568031311,0.4295200457733584
|
||||
B5_mofe_mlp,2026,vision_10,TA,0.4704945054945055,0.592032967032967,0.5532162058371736,0.6668616533279419,0.5594488174710718
|
||||
B5_mofe_mlp,2026,vision_10,TV,0.39843406593406594,0.6016483516483516,0.5819547002883038,0.6787747144699097,0.5779704513615178
|
||||
B5_mofe_mlp,2026,vision_10,AV,0.39843406593406594,0.4258241758241758,0.42253912572720753,0.7936479449272156,0.36127841752536083
|
||||
B5_mofe_mlp,2026,vision_10,TAV,0.39843406593406594,0.5714285714285714,0.5087225335512859,0.760180652141571,0.5350946573582769
|
||||
B5_mofe_mlp,2026,audio_vision_10,T,0.5117582417582418,0.614010989010989,0.5982455160173181,0.6492474675178528,0.6011554930046857
|
||||
B5_mofe_mlp,2026,audio_vision_10,A,0.4210714285714286,0.4876373626373626,0.3042744149605441,0.7851645350456238,0.3562020191286223
|
||||
B5_mofe_mlp,2026,audio_vision_10,V,0.39807692307692305,0.5439560439560439,0.4559201356747369,0.7165518999099731,0.4228908246742094
|
||||
B5_mofe_mlp,2026,audio_vision_10,TA,0.4210714285714286,0.5934065934065934,0.559867581706166,0.6601359844207764,0.5680404697940684
|
||||
B5_mofe_mlp,2026,audio_vision_10,TV,0.39807692307692305,0.6002747252747253,0.5842152460266312,0.6859722137451172,0.5754538071328372
|
||||
B5_mofe_mlp,2026,audio_vision_10,AV,0.39807692307692305,0.43131868131868134,0.4262759970983259,0.8031644821166992,0.3534621619974544
|
||||
B5_mofe_mlp,2026,audio_vision_10,TAV,0.39807692307692305,0.5535714285714286,0.49118433140019535,0.7740561366081238,0.5279378455891054
|
||||
B5_mofe_mlp,2026,all_modalities_10,T,0.45884615384615385,0.6098901098901099,0.5927342612347185,0.6530159711837769,0.5924214145617598
|
||||
B5_mofe_mlp,2026,all_modalities_10,A,0.4203021978021978,0.4739010989010989,0.2799395224420051,0.8183923363685608,0.2255248405027258
|
||||
B5_mofe_mlp,2026,all_modalities_10,V,0.3982967032967033,0.5123626373626373,0.41084897900937084,0.7401790618896484,0.3429018289361354
|
||||
B5_mofe_mlp,2026,all_modalities_10,TA,0.4203021978021978,0.603021978021978,0.5636157256230538,0.6699337959289551,0.5545965441192207
|
||||
B5_mofe_mlp,2026,all_modalities_10,TV,0.3982967032967033,0.5961538461538461,0.5817349795156427,0.7066670656204224,0.5633093738983236
|
||||
B5_mofe_mlp,2026,all_modalities_10,AV,0.3982967032967033,0.36813186813186816,0.35589607464607464,0.8376190066337585,0.24289852502950912
|
||||
B5_mofe_mlp,2026,all_modalities_10,TAV,0.3982967032967033,0.5288461538461539,0.46033318738535584,0.7966769933700562,0.5109217307299846
|
||||
B5_mofe_mlp,2026,text_20,T,0.4112087912087912,0.6167582417582418,0.5881921764479171,0.6567917466163635,0.5831459100031497
|
||||
B5_mofe_mlp,2026,text_20,A,0.4704945054945055,0.47115384615384615,0.27465560798894134,0.8285160064697266,0.217439267929507
|
||||
B5_mofe_mlp,2026,text_20,V,0.44483516483516483,0.5096153846153846,0.4084128341513546,0.7475921511650085,0.31692231439961444
|
||||
B5_mofe_mlp,2026,text_20,TA,0.37524725274725274,0.603021978021978,0.5486119524164519,0.6673293113708496,0.539250704149763
|
||||
B5_mofe_mlp,2026,text_20,TV,0.3546153846153846,0.6112637362637363,0.5843667494564081,0.6891446113586426,0.5445040624635075
|
||||
B5_mofe_mlp,2026,text_20,AV,0.44483516483516483,0.3585164835164835,0.3446302940469433,0.8487928509712219,0.21264829535541369
|
||||
B5_mofe_mlp,2026,text_20,TAV,0.3546153846153846,0.5425824175824175,0.46587133463364855,0.7634089589118958,0.4821419242332205
|
||||
B5_mofe_mlp,2026,audio_20,T,0.5117582417582418,0.614010989010989,0.5983472125624337,0.6503203511238098,0.6009217826600645
|
||||
B5_mofe_mlp,2026,audio_20,A,0.3796978021978022,0.5164835164835165,0.3655881236095169,0.7692446112632751,0.3949787935175758
|
||||
B5_mofe_mlp,2026,audio_20,V,0.44483516483516483,0.5151098901098901,0.41620583054274807,0.7414965629577637,0.3344494005058201
|
||||
B5_mofe_mlp,2026,audio_20,TA,0.3796978021978022,0.5989010989010989,0.5638265304840163,0.6491043567657471,0.5770018901388131
|
||||
B5_mofe_mlp,2026,audio_20,TV,0.44483516483516483,0.592032967032967,0.5774181294613681,0.7061969041824341,0.5658046441453625
|
||||
B5_mofe_mlp,2026,audio_20,AV,0.3596153846153846,0.4793956043956044,0.4729905027892644,0.7711812257766724,0.39212697776164607
|
||||
B5_mofe_mlp,2026,audio_20,TAV,0.3596153846153846,0.5645604395604396,0.509050719882809,0.7490760684013367,0.534134549592931
|
||||
B5_mofe_mlp,2026,vision_20,T,0.5117582417582418,0.6126373626373627,0.5965577523042379,0.6482208371162415,0.6014238929804235
|
||||
B5_mofe_mlp,2026,vision_20,A,0.4704945054945055,0.4725274725274725,0.2753954425047768,0.8218814730644226,0.2303172585691777
|
||||
B5_mofe_mlp,2026,vision_20,V,0.3572802197802198,0.5480769230769231,0.45491017561200736,0.7200025916099548,0.4188711113417921
|
||||
B5_mofe_mlp,2026,vision_20,TA,0.4704945054945055,0.592032967032967,0.5532162058371736,0.6667655110359192,0.5596751462352669
|
||||
B5_mofe_mlp,2026,vision_20,TV,0.3572802197802198,0.6085164835164835,0.5858009850150654,0.6767599582672119,0.5666763660374662
|
||||
B5_mofe_mlp,2026,vision_20,AV,0.3572802197802198,0.45604395604395603,0.45257735286592293,0.7822015881538391,0.3511756724909663
|
||||
B5_mofe_mlp,2026,vision_20,TAV,0.3572802197802198,0.5673076923076923,0.5113134010717539,0.7461904883384705,0.5258941930408034
|
||||
B5_mofe_mlp,2026,audio_vision_20,T,0.5117582417582418,0.614010989010989,0.5983472125624337,0.6493008136749268,0.6012901521222299
|
||||
B5_mofe_mlp,2026,audio_vision_20,A,0.372967032967033,0.5041208791208791,0.35789310705995514,0.7596712112426758,0.41398282191828445
|
||||
B5_mofe_mlp,2026,audio_vision_20,V,0.3531593406593407,0.5796703296703297,0.5048183867639185,0.6984941363334656,0.4714365355794056
|
||||
B5_mofe_mlp,2026,audio_vision_20,TA,0.372967032967033,0.5892857142857143,0.5573263153954385,0.6522572040557861,0.5764869480931716
|
||||
B5_mofe_mlp,2026,audio_vision_20,TV,0.3531593406593407,0.6057692307692307,0.5884441789459711,0.6706872582435608,0.5818979616306791
|
||||
B5_mofe_mlp,2026,audio_vision_20,AV,0.3531593406593407,0.4684065934065934,0.465468176106474,0.7679478526115417,0.41865980844292155
|
||||
B5_mofe_mlp,2026,audio_vision_20,TAV,0.3531593406593407,0.5728021978021978,0.5181235721920635,0.7481652498245239,0.5424180387206542
|
||||
B5_mofe_mlp,2026,all_modalities_20,T,0.40585164835164833,0.6057692307692307,0.5895572046059541,0.6424160003662109,0.5987483157591782
|
||||
B5_mofe_mlp,2026,all_modalities_20,A,0.369478021978022,0.47802197802197804,0.2829329028964813,0.8103722929954529,0.2520477595177189
|
||||
B5_mofe_mlp,2026,all_modalities_20,V,0.3488186813186813,0.5178571428571429,0.40966513694882706,0.7393193244934082,0.34226531640291846
|
||||
B5_mofe_mlp,2026,all_modalities_20,TA,0.369478021978022,0.5975274725274725,0.5569987222986782,0.6711844801902771,0.5602370766890162
|
||||
B5_mofe_mlp,2026,all_modalities_20,TV,0.3488186813186813,0.5906593406593407,0.5720218781867062,0.6996389031410217,0.5616554905976145
|
||||
B5_mofe_mlp,2026,all_modalities_20,AV,0.3488186813186813,0.37362637362637363,0.3626956690910179,0.8267216682434082,0.25176084156700307
|
||||
B5_mofe_mlp,2026,all_modalities_20,TAV,0.3488186813186813,0.5453296703296703,0.4749388892268766,0.7958878874778748,0.5090043666084783
|
||||
B5_mofe_mlp,2026,text_30,T,0.3585714285714286,0.6002747252747253,0.5650627890671912,0.6760544776916504,0.5486430219432402
|
||||
B5_mofe_mlp,2026,text_30,A,0.4704945054945055,0.4684065934065934,0.2694917313065056,0.8302391171455383,0.21220047686679583
|
||||
B5_mofe_mlp,2026,text_30,V,0.44483516483516483,0.5041208791208791,0.40060701323330045,0.7515881657600403,0.30841065019819836
|
||||
B5_mofe_mlp,2026,text_30,TA,0.32582417582417583,0.5824175824175825,0.5246945241369286,0.6926639080047607,0.49106579731378935
|
||||
B5_mofe_mlp,2026,text_30,TV,0.3089010989010989,0.5934065934065934,0.5598344950469888,0.7086330056190491,0.49570849701649317
|
||||
B5_mofe_mlp,2026,text_30,AV,0.44483516483516483,0.35714285714285715,0.3435056224920738,0.8512967228889465,0.1985224132656547
|
||||
B5_mofe_mlp,2026,text_30,TAV,0.3089010989010989,0.5343406593406593,0.45069366576352604,0.7611382603645325,0.4366871235743856
|
||||
B5_mofe_mlp,2026,audio_30,T,0.5117582417582418,0.6126373626373627,0.5963454618716882,0.6506626605987549,0.6009406951050202
|
||||
B5_mofe_mlp,2026,audio_30,A,0.32502747252747255,0.521978021978022,0.38592081478406426,0.7444095611572266,0.4312476657436216
|
||||
B5_mofe_mlp,2026,audio_30,V,0.44483516483516483,0.5151098901098901,0.4189500868178652,0.7407843470573425,0.33537420437520643
|
||||
B5_mofe_mlp,2026,audio_30,TA,0.32502747252747255,0.6208791208791209,0.5886808752593625,0.6490353345870972,0.570975514331383
|
||||
B5_mofe_mlp,2026,audio_30,TV,0.44483516483516483,0.5892857142857143,0.5746190571714002,0.7062152624130249,0.5695051030165077
|
||||
B5_mofe_mlp,2026,audio_30,AV,0.3078021978021978,0.4876373626373626,0.4781988617789497,0.7588927745819092,0.41241620046706
|
||||
B5_mofe_mlp,2026,audio_30,TAV,0.3078021978021978,0.5796703296703297,0.5254621943407217,0.7300676703453064,0.5331740795732829
|
||||
B5_mofe_mlp,2026,vision_30,T,0.5117582417582418,0.6112637362637363,0.5951956697149005,0.648055374622345,0.6013618141882758
|
||||
B5_mofe_mlp,2026,vision_30,A,0.4704945054945055,0.4725274725274725,0.2753954425047768,0.8200526237487793,0.2290185059925883
|
||||
B5_mofe_mlp,2026,vision_30,V,0.3076098901098901,0.5714285714285714,0.480133525611997,0.6950516700744629,0.4895576056562932
|
||||
B5_mofe_mlp,2026,vision_30,TA,0.4704945054945055,0.592032967032967,0.5533383448560617,0.6673561930656433,0.559581971258752
|
||||
B5_mofe_mlp,2026,vision_30,TV,0.3076098901098901,0.6181318681318682,0.5942276325734972,0.6576288938522339,0.5825792345472227
|
||||
B5_mofe_mlp,2026,vision_30,AV,0.3076098901098901,0.4835164835164835,0.4758194996023056,0.7574149370193481,0.39536651435197256
|
||||
B5_mofe_mlp,2026,vision_30,TAV,0.3076098901098901,0.5851648351648352,0.5229046773276295,0.7180534601211548,0.5426270178162265
|
||||
B5_mofe_mlp,2026,audio_vision_30,T,0.5117582417582418,0.6126373626373627,0.5966200968456806,0.6497841477394104,0.6010003821616935
|
||||
B5_mofe_mlp,2026,audio_vision_30,A,0.31903846153846155,0.521978021978022,0.40390961057275176,0.7342812418937683,0.4437631093762853
|
||||
B5_mofe_mlp,2026,audio_vision_30,V,0.30107142857142855,0.5686813186813187,0.5040223473945638,0.6871273517608643,0.4953387356903287
|
||||
B5_mofe_mlp,2026,audio_vision_30,TA,0.31903846153846155,0.5906593406593407,0.5620402015554825,0.6461182832717896,0.5751739998185288
|
||||
B5_mofe_mlp,2026,audio_vision_30,TV,0.30107142857142855,0.6167582417582418,0.6003175316510284,0.6656390428543091,0.5833224225343602
|
||||
B5_mofe_mlp,2026,audio_vision_30,AV,0.30107142857142855,0.5,0.49814761477760233,0.7473122477531433,0.43986219237598306
|
||||
B5_mofe_mlp,2026,audio_vision_30,TAV,0.30107142857142855,0.5673076923076923,0.5181807136427148,0.7298097610473633,0.5492606185227297
|
||||
B5_mofe_mlp,2026,all_modalities_30,T,0.36043956043956044,0.603021978021978,0.582619604272029,0.6699809432029724,0.5730899875150471
|
||||
B5_mofe_mlp,2026,all_modalities_30,A,0.3284065934065934,0.4725274725274725,0.28157868772104216,0.8073928952217102,0.2329321633646142
|
||||
B5_mofe_mlp,2026,all_modalities_30,V,0.3106043956043956,0.5274725274725275,0.4283917020609205,0.7411948442459106,0.3515515646987056
|
||||
B5_mofe_mlp,2026,all_modalities_30,TA,0.3284065934065934,0.5755494505494505,0.5352650821255436,0.6817682981491089,0.536393753611536
|
||||
B5_mofe_mlp,2026,all_modalities_30,TV,0.3106043956043956,0.5810439560439561,0.5628840082630775,0.7163252234458923,0.5509194419000414
|
||||
B5_mofe_mlp,2026,all_modalities_30,AV,0.3106043956043956,0.3873626373626374,0.37820754147953356,0.8290948271751404,0.2590758080570932
|
||||
B5_mofe_mlp,2026,all_modalities_30,TAV,0.3106043956043956,0.5343406593406593,0.46600788776303587,0.795678436756134,0.5034340527690154
|
||||
|
BIN
Binary file not shown.
|
After Width: | Height: | Size: 42 KiB |
+97
@@ -0,0 +1,97 @@
|
||||
method,seed,condition,missing_rate,n_valid,accuracy,macro_f1,mae,pearson
|
||||
B0_early_concat,42,clean,0.0,728,0.6332417582417582,0.587941053090477,0.6350555419921875,0.6157338827731829
|
||||
B0_early_concat,42,text_10,0.1,728,0.6263736263736264,0.5758300795065502,0.6362224221229553,0.609900144997639
|
||||
B0_early_concat,42,audio_10,0.1,728,0.6318681318681318,0.5859694579820366,0.6346138715744019,0.6186827917630225
|
||||
B0_early_concat,42,vision_10,0.1,728,0.6277472527472527,0.5825072763635762,0.6360324621200562,0.6155412236363174
|
||||
B0_early_concat,42,audio_vision_10,0.1,728,0.635989010989011,0.5919984665799197,0.6340617537498474,0.6171314734153543
|
||||
B0_early_concat,42,all_modalities_10,0.1,728,0.625,0.5767997019394343,0.6347602009773254,0.612706885342579
|
||||
B0_early_concat,42,text_20,0.2,728,0.6112637362637363,0.5533514537785528,0.6472386121749878,0.5878231385987681
|
||||
B0_early_concat,42,audio_20,0.2,728,0.6346153846153846,0.5913737928222076,0.6337395906448364,0.6167897438685002
|
||||
B0_early_concat,42,vision_20,0.2,728,0.6277472527472527,0.5807552037464527,0.6369960904121399,0.6152903325014981
|
||||
B0_early_concat,42,audio_vision_20,0.2,728,0.6346153846153846,0.5889252158180606,0.6331196427345276,0.6187845533592816
|
||||
B0_early_concat,42,all_modalities_20,0.2,728,0.6263736263736264,0.5759393139946568,0.6418775916099548,0.6097362711446388
|
||||
B0_early_concat,42,text_30,0.3,728,0.6181318681318682,0.5669198053141907,0.6596490740776062,0.5759615307863893
|
||||
B0_early_concat,42,audio_30,0.3,728,0.6414835164835165,0.5997485874560443,0.6367413997650146,0.6154119892745854
|
||||
B0_early_concat,42,vision_30,0.3,728,0.6332417582417582,0.5862230880240699,0.6370688080787659,0.615190259269048
|
||||
B0_early_concat,42,audio_vision_30,0.3,728,0.6428571428571429,0.5982133735032932,0.6347481608390808,0.6176032462057502
|
||||
B0_early_concat,42,all_modalities_30,0.3,728,0.625,0.5769720397379972,0.6341773867607117,0.6145213988024191
|
||||
B5_mofe_mlp,42,clean,0.0,728,0.6538461538461539,0.6219292861291515,0.6228764653205872,0.6143991595201629
|
||||
B5_mofe_mlp,42,text_10,0.1,728,0.6497252747252747,0.6156314005702952,0.6238094568252563,0.6073313722070635
|
||||
B5_mofe_mlp,42,audio_10,0.1,728,0.6497252747252747,0.6192151480683822,0.6202160716056824,0.614726001096473
|
||||
B5_mofe_mlp,42,vision_10,0.1,728,0.6497252747252747,0.617790322593887,0.620069682598114,0.6170344342825693
|
||||
B5_mofe_mlp,42,audio_vision_10,0.1,728,0.6524725274725275,0.6211709858768683,0.6203965544700623,0.6150187757034211
|
||||
B5_mofe_mlp,42,all_modalities_10,0.1,728,0.6414835164835165,0.6107226107226107,0.6245603561401367,0.6099877885070804
|
||||
B5_mofe_mlp,42,text_20,0.2,728,0.6304945054945055,0.5904030390809835,0.6350096464157104,0.5945970846072441
|
||||
B5_mofe_mlp,42,audio_20,0.2,728,0.6483516483516484,0.6152893789223305,0.6198973655700684,0.6158397844329069
|
||||
B5_mofe_mlp,42,vision_20,0.2,728,0.6497252747252747,0.6161050291578356,0.6227806210517883,0.6170723836770221
|
||||
B5_mofe_mlp,42,audio_vision_20,0.2,728,0.6456043956043956,0.6124517381483326,0.6248074173927307,0.6073068132303947
|
||||
B5_mofe_mlp,42,all_modalities_20,0.2,728,0.6401098901098901,0.6082957983542778,0.6285881400108337,0.6113174240287709
|
||||
B5_mofe_mlp,42,text_30,0.3,728,0.614010989010989,0.5665382052109811,0.6587778925895691,0.57122460274951
|
||||
B5_mofe_mlp,42,audio_30,0.3,728,0.6414835164835165,0.6099992622632019,0.6212661266326904,0.6127160793050621
|
||||
B5_mofe_mlp,42,vision_30,0.3,728,0.6442307692307693,0.6100360167586674,0.6305183172225952,0.6127016894323144
|
||||
B5_mofe_mlp,42,audio_vision_30,0.3,728,0.6538461538461539,0.6220936984876739,0.6240691542625427,0.6123047623188541
|
||||
B5_mofe_mlp,42,all_modalities_30,0.3,728,0.6442307692307693,0.6106062664769548,0.6119968295097351,0.6240023303690699
|
||||
B0_early_concat,3407,clean,0.0,728,0.6332417582417582,0.5937554950072336,0.6333680152893066,0.6138300851146614
|
||||
B0_early_concat,3407,text_10,0.1,728,0.6277472527472527,0.5848809977670061,0.6363487243652344,0.6056385881925804
|
||||
B0_early_concat,3407,audio_10,0.1,728,0.635989010989011,0.5968950441819239,0.6318458914756775,0.6158991549580464
|
||||
B0_early_concat,3407,vision_10,0.1,728,0.6332417582417582,0.5933513166880985,0.6328762769699097,0.614296568855868
|
||||
B0_early_concat,3407,audio_vision_10,0.1,728,0.635989010989011,0.5972272747847399,0.6317789554595947,0.613152110576325
|
||||
B0_early_concat,3407,all_modalities_10,0.1,728,0.6208791208791209,0.5757563714642701,0.6323474645614624,0.617483663695453
|
||||
B0_early_concat,3407,text_20,0.2,728,0.6043956043956044,0.5490811521155289,0.6509508490562439,0.5895223268279027
|
||||
B0_early_concat,3407,audio_20,0.2,728,0.635989010989011,0.5977119556159886,0.6304426789283752,0.6183830231575858
|
||||
B0_early_concat,3407,vision_20,0.2,728,0.6401098901098901,0.6034867151810619,0.628890335559845,0.6187934526699497
|
||||
B0_early_concat,3407,audio_vision_20,0.2,728,0.6346153846153846,0.600406263153788,0.633434534072876,0.6123211847883981
|
||||
B0_early_concat,3407,all_modalities_20,0.2,728,0.6153846153846154,0.5731546231546232,0.6435555815696716,0.6001160788677808
|
||||
B0_early_concat,3407,text_30,0.3,728,0.6071428571428571,0.5572172310238351,0.6613345146179199,0.5663984672630126
|
||||
B0_early_concat,3407,audio_30,0.3,728,0.6401098901098901,0.602821099359954,0.6328924298286438,0.6157652906372406
|
||||
B0_early_concat,3407,vision_30,0.3,728,0.6277472527472527,0.5882423141524775,0.6326207518577576,0.6153119497189492
|
||||
B0_early_concat,3407,audio_vision_30,0.3,728,0.6428571428571429,0.6062757576614914,0.6341086030006409,0.6170348487651544
|
||||
B0_early_concat,3407,all_modalities_30,0.3,728,0.6277472527472527,0.5839727159969967,0.6468587517738342,0.5966126256796758
|
||||
B5_mofe_mlp,3407,clean,0.0,728,0.635989010989011,0.604973907499834,0.6324349641799927,0.6151046893704437
|
||||
B5_mofe_mlp,3407,text_10,0.1,728,0.6318681318681318,0.5933228635123383,0.633339524269104,0.6112816469725518
|
||||
B5_mofe_mlp,3407,audio_10,0.1,728,0.635989010989011,0.6042690508274062,0.6318331360816956,0.6144226554849131
|
||||
B5_mofe_mlp,3407,vision_10,0.1,728,0.6387362637362637,0.6078729015399154,0.6297808885574341,0.6157341874415431
|
||||
B5_mofe_mlp,3407,audio_vision_10,0.1,728,0.625,0.5961079542334627,0.630139172077179,0.6148226006976545
|
||||
B5_mofe_mlp,3407,all_modalities_10,0.1,728,0.6195054945054945,0.5890880499595165,0.6359822750091553,0.6113081804637202
|
||||
B5_mofe_mlp,3407,text_20,0.2,728,0.6195054945054945,0.5755820027236789,0.6454524993896484,0.5935605745999009
|
||||
B5_mofe_mlp,3407,audio_20,0.2,728,0.6332417582417582,0.6046231856798019,0.6310902833938599,0.6172434930698147
|
||||
B5_mofe_mlp,3407,vision_20,0.2,728,0.635989010989011,0.6063745521197687,0.6304876208305359,0.6140966581910975
|
||||
B5_mofe_mlp,3407,audio_vision_20,0.2,728,0.635989010989011,0.609224910808655,0.6240154504776001,0.6185046337968831
|
||||
B5_mofe_mlp,3407,all_modalities_20,0.2,728,0.6332417582417582,0.6079307048305954,0.634419858455658,0.6044717652490789
|
||||
B5_mofe_mlp,3407,text_30,0.3,728,0.6181318681318682,0.5733540937906745,0.656674325466156,0.5668925651895068
|
||||
B5_mofe_mlp,3407,audio_30,0.3,728,0.6332417582417582,0.604260667390971,0.6289573907852173,0.617381543407622
|
||||
B5_mofe_mlp,3407,vision_30,0.3,728,0.6332417582417582,0.6016029959347541,0.6318032145500183,0.6125144777620533
|
||||
B5_mofe_mlp,3407,audio_vision_30,0.3,728,0.6318681318681318,0.6067614810631058,0.6228161454200745,0.621408382664964
|
||||
B5_mofe_mlp,3407,all_modalities_30,0.3,728,0.6222527472527473,0.5949881199577279,0.6458109021186829,0.5977781285960149
|
||||
B0_early_concat,2026,clean,0.0,728,0.6112637362637363,0.5592125291749822,0.6401797533035278,0.6097643309752457
|
||||
B0_early_concat,2026,text_10,0.1,728,0.6098901098901099,0.5538253146595995,0.6407675743103027,0.60352101329599
|
||||
B0_early_concat,2026,audio_10,0.1,728,0.614010989010989,0.5630983962746592,0.6385665535926819,0.6110860034615799
|
||||
B0_early_concat,2026,vision_10,0.1,728,0.6181318681318682,0.5661140652625988,0.6405577659606934,0.6110400519655834
|
||||
B0_early_concat,2026,audio_vision_10,0.1,728,0.6098901098901099,0.5587567567850849,0.6381099224090576,0.6107705746373118
|
||||
B0_early_concat,2026,all_modalities_10,0.1,728,0.614010989010989,0.5581636747439855,0.6429373621940613,0.6088956503302468
|
||||
B0_early_concat,2026,text_20,0.2,728,0.6043956043956044,0.5429151983962918,0.6489536762237549,0.5886848272694757
|
||||
B0_early_concat,2026,audio_20,0.2,728,0.6112637362637363,0.5603026186889267,0.636631965637207,0.6105368420749809
|
||||
B0_early_concat,2026,vision_20,0.2,728,0.614010989010989,0.5607756511971072,0.6439995765686035,0.6079712010559852
|
||||
B0_early_concat,2026,audio_vision_20,0.2,728,0.6181318681318682,0.5696462960623787,0.6381081342697144,0.6114528658433437
|
||||
B0_early_concat,2026,all_modalities_20,0.2,728,0.6085164835164835,0.5508998902588577,0.6492584347724915,0.6012091639944216
|
||||
B0_early_concat,2026,text_30,0.3,728,0.5851648351648352,0.5160231153138954,0.6731752753257751,0.5521914713018387
|
||||
B0_early_concat,2026,audio_30,0.3,728,0.6181318681318682,0.5670636517410711,0.636723518371582,0.6097718223127288
|
||||
B0_early_concat,2026,vision_30,0.3,728,0.6085164835164835,0.5560149900702367,0.6435868144035339,0.609850184236316
|
||||
B0_early_concat,2026,audio_vision_30,0.3,728,0.6098901098901099,0.5653848813301509,0.637891948223114,0.6075333578422618
|
||||
B0_early_concat,2026,all_modalities_30,0.3,728,0.6043956043956044,0.5496991187074715,0.6696622371673584,0.5843647118157551
|
||||
B5_mofe_mlp,2026,clean,0.0,728,0.6318681318681318,0.596526187825028,0.6597292423248291,0.6032696127085834
|
||||
B5_mofe_mlp,2026,text_10,0.1,728,0.6332417582417582,0.5928689292978023,0.6584991812705994,0.5961609550472456
|
||||
B5_mofe_mlp,2026,audio_10,0.1,728,0.6332417582417582,0.5971419540706502,0.6580070853233337,0.6047899048858725
|
||||
B5_mofe_mlp,2026,vision_10,0.1,728,0.6277472527472527,0.5919759280299669,0.6596941947937012,0.6023122703551795
|
||||
B5_mofe_mlp,2026,audio_vision_10,0.1,728,0.6291208791208791,0.5949724164706738,0.6590589880943298,0.60347148906883
|
||||
B5_mofe_mlp,2026,all_modalities_10,0.1,728,0.6387362637362637,0.6013762119617033,0.6582632660865784,0.599810574437488
|
||||
B5_mofe_mlp,2026,text_20,0.2,728,0.6277472527472527,0.579286730359655,0.667361319065094,0.582974915319036
|
||||
B5_mofe_mlp,2026,audio_20,0.2,728,0.6304945054945055,0.5954536143668596,0.6568871736526489,0.6037190808626715
|
||||
B5_mofe_mlp,2026,vision_20,0.2,728,0.6277472527472527,0.5900160130008749,0.6632898449897766,0.6042443916006178
|
||||
B5_mofe_mlp,2026,audio_vision_20,0.2,728,0.625,0.5917418600128784,0.6548266410827637,0.6054018359666251
|
||||
B5_mofe_mlp,2026,all_modalities_20,0.2,728,0.6387362637362637,0.6023597229130889,0.6525924801826477,0.6015383340552747
|
||||
B5_mofe_mlp,2026,text_30,0.3,728,0.6236263736263736,0.5695777746219127,0.6862288117408752,0.5485307064435356
|
||||
B5_mofe_mlp,2026,audio_30,0.3,728,0.6277472527472527,0.5928207016211315,0.656401515007019,0.605701200975301
|
||||
B5_mofe_mlp,2026,vision_30,0.3,728,0.6291208791208791,0.5902326768980343,0.6632499694824219,0.6060668503667017
|
||||
B5_mofe_mlp,2026,audio_vision_30,0.3,728,0.625,0.5962838833608418,0.6554995775222778,0.6044591409783642
|
||||
B5_mofe_mlp,2026,all_modalities_30,0.3,728,0.6167582417582418,0.5778458150682998,0.6775780916213989,0.5767909598557909
|
||||
|
+49
@@ -0,0 +1,49 @@
|
||||
method,seed,condition,utility_text_mean,utility_audio_mean,utility_vision_mean
|
||||
B5_mofe_mlp,42,clean,0.6618766188621521,0.5899914503097534,0.5503968000411987
|
||||
B5_mofe_mlp,42,text_10,0.6631303429603577,0.6045999526977539,0.5672140121459961
|
||||
B5_mofe_mlp,42,audio_10,0.6753877997398376,0.5900472402572632,0.5553804636001587
|
||||
B5_mofe_mlp,42,vision_10,0.6722928285598755,0.5894219875335693,0.5504083633422852
|
||||
B5_mofe_mlp,42,audio_vision_10,0.6965795755386353,0.5897499918937683,0.5503614544868469
|
||||
B5_mofe_mlp,42,all_modalities_10,0.663243293762207,0.5896329879760742,0.5504105091094971
|
||||
B5_mofe_mlp,42,text_20,0.6646575927734375,0.6176748275756836,0.5843319892883301
|
||||
B5_mofe_mlp,42,audio_20,0.6875958442687988,0.5900545716285706,0.5599780678749084
|
||||
B5_mofe_mlp,42,vision_20,0.6815856695175171,0.5894845128059387,0.5504598617553711
|
||||
B5_mofe_mlp,42,audio_vision_20,0.7309128642082214,0.5897306203842163,0.5503560900688171
|
||||
B5_mofe_mlp,42,all_modalities_20,0.6649715900421143,0.589468240737915,0.5503589510917664
|
||||
B5_mofe_mlp,42,text_30,0.6656913161277771,0.6293779611587524,0.5994364023208618
|
||||
B5_mofe_mlp,42,audio_30,0.7017264366149902,0.5900580883026123,0.5654440522193909
|
||||
B5_mofe_mlp,42,vision_30,0.6905444860458374,0.5895596742630005,0.5504684448242188
|
||||
B5_mofe_mlp,42,audio_vision_30,0.7655619382858276,0.5896934866905212,0.5503290891647339
|
||||
B5_mofe_mlp,42,all_modalities_30,0.666799783706665,0.5894308686256409,0.5503942370414734
|
||||
B5_mofe_mlp,3407,clean,0.5965457558631897,0.6089583039283752,0.5700515508651733
|
||||
B5_mofe_mlp,3407,text_10,0.5980162024497986,0.6175488829612732,0.5699793100357056
|
||||
B5_mofe_mlp,3407,audio_10,0.6005110144615173,0.6088259816169739,0.5817712545394897
|
||||
B5_mofe_mlp,3407,vision_10,0.602319598197937,0.6167332530021667,0.5697159767150879
|
||||
B5_mofe_mlp,3407,audio_vision_10,0.6381478309631348,0.6084476709365845,0.5697139501571655
|
||||
B5_mofe_mlp,3407,all_modalities_10,0.598029613494873,0.6078585386276245,0.5693216323852539
|
||||
B5_mofe_mlp,3407,text_20,0.6004789471626282,0.6273719668388367,0.5698307156562805
|
||||
B5_mofe_mlp,3407,audio_20,0.604293942451477,0.6087151169776917,0.5934981107711792
|
||||
B5_mofe_mlp,3407,vision_20,0.6091526746749878,0.6249159574508667,0.569640576839447
|
||||
B5_mofe_mlp,3407,audio_vision_20,0.6846911907196045,0.6084182858467102,0.569659948348999
|
||||
B5_mofe_mlp,3407,all_modalities_20,0.6004623174667358,0.607769250869751,0.5691742300987244
|
||||
B5_mofe_mlp,3407,text_30,0.6017250418663025,0.6352017521858215,0.5698606371879578
|
||||
B5_mofe_mlp,3407,audio_30,0.6071357727050781,0.609175980091095,0.6063627004623413
|
||||
B5_mofe_mlp,3407,vision_30,0.6154943108558655,0.6325424909591675,0.5695337653160095
|
||||
B5_mofe_mlp,3407,audio_vision_30,0.7215061783790588,0.6085333228111267,0.5696398019790649
|
||||
B5_mofe_mlp,3407,all_modalities_30,0.6027611494064331,0.6076351404190063,0.5691232085227966
|
||||
B5_mofe_mlp,2026,clean,0.6298863887786865,0.5585612058639526,0.5456792712211609
|
||||
B5_mofe_mlp,2026,text_10,0.6311661005020142,0.571927547454834,0.5534814596176147
|
||||
B5_mofe_mlp,2026,audio_10,0.6393773555755615,0.5580084919929504,0.5503398776054382
|
||||
B5_mofe_mlp,2026,vision_10,0.6332205533981323,0.5693727731704712,0.5460953712463379
|
||||
B5_mofe_mlp,2026,audio_vision_10,0.6685320734977722,0.558728039264679,0.5464425086975098
|
||||
B5_mofe_mlp,2026,all_modalities_10,0.6309354305267334,0.5586868524551392,0.5456184148788452
|
||||
B5_mofe_mlp,2026,text_20,0.6327240467071533,0.5853152871131897,0.5612947344779968
|
||||
B5_mofe_mlp,2026,audio_20,0.6477784514427185,0.557928740978241,0.5547807216644287
|
||||
B5_mofe_mlp,2026,vision_20,0.6358551979064941,0.5790520906448364,0.5461242198944092
|
||||
B5_mofe_mlp,2026,audio_vision_20,0.7063466906547546,0.5585485696792603,0.5466189980506897
|
||||
B5_mofe_mlp,2026,all_modalities_20,0.6332317590713501,0.5591967105865479,0.5456498265266418
|
||||
B5_mofe_mlp,2026,text_30,0.6339558362960815,0.5997033715248108,0.569423258304596
|
||||
B5_mofe_mlp,2026,audio_30,0.658158004283905,0.5578649640083313,0.5603182315826416
|
||||
B5_mofe_mlp,2026,vision_30,0.638981282711029,0.590747058391571,0.5463551878929138
|
||||
B5_mofe_mlp,2026,audio_vision_30,0.7488567233085632,0.5589607357978821,0.5467853546142578
|
||||
B5_mofe_mlp,2026,all_modalities_30,0.6328451037406921,0.5590822696685791,0.5455838441848755
|
||||
|
BIN
Binary file not shown.
BIN
Binary file not shown.
BIN
Binary file not shown.
BIN
Binary file not shown.
BIN
Binary file not shown.
BIN
Binary file not shown.
+6
@@ -0,0 +1,6 @@
|
||||
comparison,candidate,reference,metric,delta_candidate_minus_reference,bootstrap_ci_2p5,bootstrap_ci_97p5,bootstrap_probability_delta_gt_0,bootstrap_replicates,resampling_unit,paired,seed
|
||||
MoFE-7 MLP vs EarlyConcat,B5_mofe_mlp,B0_early_concat,corrupt_macro_f1,0.024555007972419718,0.01160479835525017,0.038111700197624034,0.999,1000,source video id,True,20260924
|
||||
MoFE-7 MLP vs EarlyConcat,B5_mofe_mlp,B0_early_concat,worst_condition_macro_f1,0.023103307323882216,0.007213272437200871,0.04285067710167781,0.996,1000,source video id,True,20260924
|
||||
MoFE-7 MLP vs EarlyConcat,B5_mofe_mlp,B0_early_concat,text_30_macro_f1,0.023103307323882216,0.004027805218645245,0.04212429356920461,0.992,1000,source video id,True,20260924
|
||||
MoFE-7 MLP vs EarlyConcat,B5_mofe_mlp,B0_early_concat,corrupt_mae,0.00036756197611487185,-0.008981325373224738,0.009240262436166205,0.524,1000,source video id,True,20260924
|
||||
MoFE-7 MLP vs EarlyConcat,B5_mofe_mlp,B0_early_concat,corrupt_pearson,-0.0019135250956427985,-0.01366917866941531,0.010852838898108074,0.397,1000,source video id,True,20260924
|
||||
|
@@ -0,0 +1,3 @@
|
||||
method,trainable_parameters,ratio_to_earlyconcat,within_2x_earlyconcat
|
||||
B0_early_concat,253124,1.0,True
|
||||
B5_mofe_mlp,306523,1.2109598457672919,True
|
||||
|
+49
@@ -0,0 +1,49 @@
|
||||
method,seed,condition,active_position_fraction,fallback_position_fraction,normalized_router_entropy,fraction_active_positions_max_weight_over_0p8,alpha_T_mean,alpha_A_mean,alpha_V_mean,alpha_TA_mean,alpha_TV_mean,alpha_AV_mean,alpha_TAV_mean
|
||||
B5_mofe_mlp,42,clean,0.5117582417582418,0.48824175824175825,0.8870560454827882,0.08063130770882543,0.2515257000923157,0.11152571439743042,0.07744884490966797,0.15852881968021393,0.12860679626464844,0.14914916455745697,0.1232161670923233
|
||||
B5_mofe_mlp,42,text_10,0.5092032967032967,0.4907967032967033,0.8506916726514709,0.08211491772322632,0.2304162234067917,0.13068588078022003,0.09430146962404251,0.14338572323322296,0.11664345115423203,0.17277489602565765,0.1117931678891182
|
||||
B5_mofe_mlp,42,audio_10,0.5117582417582418,0.48824175824175825,0.8449963602081583,0.08616061842387804,0.2751412093639374,0.10004748404026031,0.09071236103773117,0.1420598030090332,0.14774158596992493,0.13385255634784698,0.11044659465551376
|
||||
B5_mofe_mlp,42,vision_10,0.5117582417582418,0.48824175824175825,0.8472941162919574,0.08063130770882543,0.2735346555709839,0.1252371221780777,0.06957398355007172,0.1735313981771469,0.11499655246734619,0.13289612531661987,0.11023180931806564
|
||||
B5_mofe_mlp,42,audio_vision_10,0.5117582417582418,0.48824175824175825,0.7958907203885603,0.175434829289242,0.32850298285484314,0.10010535269975662,0.06980907171964645,0.14210578799247742,0.11540128290653229,0.1335059553384781,0.11057072132825851
|
||||
B5_mofe_mlp,42,all_modalities_10,0.4626098901098901,0.5373901098901099,0.8841173799028046,0.08432804798384702,0.2541447579860687,0.11095340549945831,0.07761403918266296,0.15777607262134552,0.1283317655324936,0.14818961918354034,0.12299200892448425
|
||||
B5_mofe_mlp,42,text_20,0.5065384615384615,0.49346153846153845,0.8152469884580759,0.08005206638464042,0.20999735593795776,0.14806155860424042,0.112088643014431,0.12878893315792084,0.10419154912233353,0.19696328043937683,0.09990917891263962
|
||||
B5_mofe_mlp,42,audio_20,0.5117582417582418,0.48824175824175825,0.8069851130815402,0.09013313291818767,0.2962163984775543,0.0896897166967392,0.10295859724283218,0.1273450255393982,0.16525308787822723,0.11975577473640442,0.09878180921077728
|
||||
B5_mofe_mlp,42,vision_20,0.5117582417582418,0.48824175824175825,0.8111495627938943,0.08063130770882543,0.2933293581008911,0.13767293095588684,0.062129102647304535,0.18726874887943268,0.10258819162845612,0.1186119019985199,0.09839928895235062
|
||||
B5_mofe_mlp,42,audio_vision_20,0.5117582417582418,0.48824175824175825,0.7057799858331233,0.2687352372772171,0.40449970960617065,0.08882029354572296,0.06192621961236,0.12605853378772736,0.10232582688331604,0.11834055930376053,0.09802991151809692
|
||||
B5_mofe_mlp,42,all_modalities_20,0.41145604395604396,0.588543956043956,0.8795920971657628,0.08853575482406356,0.25787994265556335,0.11065426468849182,0.07723148167133331,0.157210573554039,0.12760961055755615,0.14714252948760986,0.12227214872837067
|
||||
B5_mofe_mlp,42,text_30,0.5034615384615385,0.49653846153846154,0.7845061109572483,0.07726727054458146,0.19043782353401184,0.164101243019104,0.12816408276557922,0.11582792550325394,0.0932326465845108,0.218837708234787,0.08939971774816513
|
||||
B5_mofe_mlp,42,audio_30,0.5117582417582418,0.48824175824175825,0.7627258720846881,0.09308567747476916,0.32027310132980347,0.0778515487909317,0.11745958030223846,0.11037490516901016,0.18614806234836578,0.10296247154474258,0.08493035286664963
|
||||
B5_mofe_mlp,42,vision_30,0.5117582417582418,0.48824175824175825,0.7764460734868434,0.08063130770882543,0.31232842803001404,0.1496150940656662,0.054964445531368256,0.20050112903118134,0.09068562090396881,0.10487580299377441,0.0870303362607956
|
||||
B5_mofe_mlp,42,audio_vision_30,0.5117582417582418,0.48824175824175825,0.6149186646941948,0.3631092978312218,0.4812489449977875,0.07732704281806946,0.05401867628097534,0.10968495160341263,0.0891624167561531,0.10309218615293503,0.08546625822782516
|
||||
B5_mofe_mlp,42,all_modalities_30,0.3595054945054945,0.6404945054945055,0.8745368649815657,0.09307657038055937,0.26191991567611694,0.11035662144422531,0.07678450644016266,0.1566968709230423,0.12672796845436096,0.14605894684791565,0.12145592272281647
|
||||
B5_mofe_mlp,3407,clean,0.5117582417582418,0.48824175824175825,0.8917789142359226,0.08063130770882543,0.21564963459968567,0.16335873305797577,0.12684088945388794,0.1254868507385254,0.09765232354402542,0.11325515806674957,0.15775780379772186
|
||||
B5_mofe_mlp,3407,text_10,0.509010989010989,0.490989010989011,0.8547805451037497,0.08031088082901554,0.19791889190673828,0.1904035061597824,0.1427920013666153,0.11356116831302643,0.08846957981586456,0.12491724640130997,0.14193856716156006
|
||||
B5_mofe_mlp,3407,audio_10,0.5117582417582418,0.48824175824175825,0.8504781823179828,0.08481855271634099,0.23455235362052917,0.1466052234172821,0.15115498006343842,0.11315018683671951,0.1112954393029213,0.10172916203737259,0.14151319861412048
|
||||
B5_mofe_mlp,3407,vision_10,0.5117582417582418,0.48824175824175825,0.8539108633297741,0.08063130770882543,0.2311594933271408,0.1815430223941803,0.11412636935710907,0.1422722488641739,0.08770900219678879,0.10201089829206467,0.14117981493473053
|
||||
B5_mofe_mlp,3407,audio_vision_10,0.5117582417582418,0.48824175824175825,0.7997980860345286,0.175434829289242,0.29687586426734924,0.14598697423934937,0.11404559761285782,0.11318352073431015,0.08737359195947647,0.10181976109743118,0.14071525633335114
|
||||
B5_mofe_mlp,3407,all_modalities_10,0.4610164835164835,0.5389835164835165,0.8892426095830844,0.08348727727787379,0.2185969352722168,0.16224151849746704,0.12673969566822052,0.12583576142787933,0.09755325317382812,0.11298926174640656,0.1560446321964264
|
||||
B5_mofe_mlp,3407,text_20,0.5066758241758241,0.4933241758241758,0.8130542021789052,0.08176543946212655,0.17931020259857178,0.2202228158712387,0.16002467274665833,0.10018529742956161,0.07809362560510635,0.137038454413414,0.12512563169002533
|
||||
B5_mofe_mlp,3407,audio_20,0.5117582417582418,0.48824175824175825,0.8087283495175436,0.09002576766158471,0.2538429796695709,0.12989234924316406,0.1755901426076889,0.10037955641746521,0.12468340992927551,0.09022346138954163,0.12538877129554749
|
||||
B5_mofe_mlp,3407,vision_20,0.5117582417582418,0.48824175824175825,0.8141886106137566,0.08063130770882543,0.24743759632110596,0.20013628900051117,0.10070110112428665,0.16005626320838928,0.0773327648639679,0.09001021832227707,0.12432596832513809
|
||||
B5_mofe_mlp,3407,audio_vision_20,0.5117582417582418,0.48824175824175825,0.6969105807199653,0.28124328967146234,0.3873015344142914,0.1272396296262741,0.09933283925056458,0.09888661652803421,0.07606082409620285,0.08873630315065384,0.12244285643100739
|
||||
B5_mofe_mlp,3407,all_modalities_20,0.40958791208791206,0.5904120879120879,0.8837504554280156,0.08867127238580723,0.22335518896579742,0.1614186316728592,0.12589122354984283,0.12545962631702423,0.09687625616788864,0.11222808808088303,0.15477190911769867
|
||||
B5_mofe_mlp,3407,text_30,0.5033791208791208,0.4966208791208791,0.77998020566234,0.07853517437100911,0.1615801304578781,0.24538777768611908,0.1755058914422989,0.08944669365882874,0.0692080482840538,0.1480167955160141,0.11085427552461624
|
||||
B5_mofe_mlp,3407,audio_30,0.5117582417582418,0.48824175824175825,0.7653189262124539,0.09217307279364398,0.2723240554332733,0.1130220890045166,0.20212848484516144,0.08758600801229477,0.13917095959186554,0.07771366834640503,0.10805478692054749
|
||||
B5_mofe_mlp,3407,vision_30,0.5117582417582418,0.48824175824175825,0.7773799776708603,0.08063130770882543,0.26250481605529785,0.21736890077590942,0.08825590461492538,0.17656537890434265,0.06769922375679016,0.07888038456439972,0.10872545838356018
|
||||
B5_mofe_mlp,3407,audio_vision_30,0.5117582417582418,0.48824175824175825,0.6151879114518624,0.36498818982177367,0.4589049518108368,0.11260678619146347,0.08762799948453903,0.08767727017402649,0.06704143434762955,0.07825901359319687,0.10788305103778839
|
||||
B5_mofe_mlp,3407,all_modalities_30,0.3557967032967033,0.6442032967032967,0.8791751773751674,0.09342907883561115,0.22755521535873413,0.16036975383758545,0.12519316375255585,0.12486399710178375,0.09638682752847672,0.11167588084936142,0.15395526587963104
|
||||
B5_mofe_mlp,2026,clean,0.5117582417582418,0.48824175824175825,0.892980397203899,0.08063130770882543,0.2621680796146393,0.13523989915847778,0.11440448462963104,0.1282719075679779,0.10990405827760696,0.12046957015991211,0.12954255938529968
|
||||
B5_mofe_mlp,2026,text_10,0.5091208791208791,0.4908791208791209,0.8566292977820127,0.08099503561407295,0.24004511535167694,0.16017793118953705,0.13224223256111145,0.11618264019489288,0.09917686879634857,0.1352321356534958,0.1169428601861
|
||||
B5_mofe_mlp,2026,audio_10,0.5117582417582418,0.48824175824175825,0.8513181092443619,0.08616061842387804,0.28532060980796814,0.12107318639755249,0.13112173974514008,0.11523441225290298,0.12272416055202484,0.1084277555346489,0.11609779298305511
|
||||
B5_mofe_mlp,2026,vision_10,0.5117582417582418,0.48824175824175825,0.8538046087080117,0.08063130770882543,0.275703102350235,0.15632730722427368,0.10242735594511032,0.14280176162719727,0.09840572625398636,0.1080247089266777,0.11630945652723312
|
||||
B5_mofe_mlp,2026,audio_vision_10,0.5117582417582418,0.48824175824175825,0.7992446529652792,0.1772063560231909,0.33916473388671875,0.12080469727516174,0.10259180516004562,0.11497309058904648,0.0985245332121849,0.10807139426469803,0.11586850136518478
|
||||
B5_mofe_mlp,2026,all_modalities_10,0.45884615384615385,0.5411538461538462,0.890664129810964,0.08400191593821099,0.2641141414642334,0.13430693745613098,0.11438830941915512,0.1279611438512802,0.10974214971065521,0.1203693225979805,0.12911845743656158
|
||||
B5_mofe_mlp,2026,text_20,0.5064560439560439,0.49354395604395607,0.8196418202446201,0.08093300786547328,0.21744248270988464,0.18586474657058716,0.15042437613010406,0.10369155555963516,0.08837979286909103,0.14998102188110352,0.10421676933765411
|
||||
B5_mofe_mlp,2026,audio_20,0.5117582417582418,0.48824175824175825,0.8139422624038224,0.0915288812540262,0.30578380823135376,0.10856158286333084,0.14610645174980164,0.1034226343035698,0.134155735373497,0.09755375236272812,0.10441582649946213
|
||||
B5_mofe_mlp,2026,vision_20,0.5117582417582418,0.48824175824175825,0.8189807529817417,0.08063130770882543,0.28755468130111694,0.17542824149131775,0.09184657037258148,0.1557445526123047,0.08823608607053757,0.0968705415725708,0.10431937873363495
|
||||
B5_mofe_mlp,2026,audio_vision_20,0.5117582417582418,0.48824175824175825,0.7084234520060394,0.27120463817908524,0.41442573070526123,0.10667615383863449,0.09106616675853729,0.10168138891458511,0.0874401405453682,0.09591105580329895,0.10279884934425354
|
||||
B5_mofe_mlp,2026,all_modalities_20,0.40585164835164833,0.5941483516483517,0.8838247695015665,0.08962296080687741,0.26898571848869324,0.13424904644489288,0.1132628470659256,0.12779442965984344,0.10867198556661606,0.1192564070224762,0.1277802437543869
|
||||
B5_mofe_mlp,2026,text_30,0.5032417582417582,0.49675824175824174,0.7814398465385116,0.08243257997597991,0.19258207082748413,0.21375314891338348,0.1692270040512085,0.09033004194498062,0.07751274853944778,0.16531100869178772,0.09128450602293015
|
||||
B5_mofe_mlp,2026,audio_30,0.5117582417582418,0.48824175824175825,0.7664926836291861,0.09711187459738028,0.3314794600009918,0.09291943162679672,0.1653663069009781,0.08855544030666351,0.14884275197982788,0.08355656266212463,0.08927922695875168
|
||||
B5_mofe_mlp,2026,vision_30,0.5117582417582418,0.48824175824175825,0.7769904015474858,0.08063130770882543,0.3017820417881012,0.19846147298812866,0.07910744100809097,0.17135068774223328,0.07599635422229767,0.08345004171133041,0.0898519977927208
|
||||
B5_mofe_mlp,2026,audio_vision_30,0.5117582417582418,0.48824175824175825,0.6051323653073035,0.3765836375348937,0.49931350350379944,0.09166184812784195,0.07765422761440277,0.0873459056019783,0.07456637173891068,0.08182720094919205,0.08763010799884796
|
||||
B5_mofe_mlp,2026,all_modalities_30,0.36043956043956044,0.6395604395604395,0.8852294042453963,0.08887195121951219,0.2681088149547577,0.1340326964855194,0.11355702579021454,0.12770922482013702,0.10893982648849487,0.11956492066383362,0.12808853387832642
|
||||
|
+49
@@ -0,0 +1,49 @@
|
||||
method,seed,condition,active_position_fraction,fallback_position_fraction,normalized_router_entropy,fraction_active_positions_max_weight_over_0p8,alpha_T_mean,alpha_A_mean,alpha_V_mean,alpha_TA_mean,alpha_TV_mean,alpha_AV_mean,alpha_TAV_mean
|
||||
B5_mofe_mlp,42,clean,0.5117582417582418,0.48824175824175825,0.8870560454827882,0.08063130770882543,0.2515257000923157,0.11152571439743042,0.07744884490966797,0.15852881968021393,0.12860679626464844,0.14914916455745697,0.1232161670923233
|
||||
B5_mofe_mlp,42,text_10,0.5092032967032967,0.4907967032967033,0.8506916726514709,0.08211491772322632,0.2304162234067917,0.13068588078022003,0.09430146962404251,0.14338572323322296,0.11664345115423203,0.17277489602565765,0.1117931678891182
|
||||
B5_mofe_mlp,42,audio_10,0.5117582417582418,0.48824175824175825,0.8449963602081583,0.08616061842387804,0.2751412093639374,0.10004748404026031,0.09071236103773117,0.1420598030090332,0.14774158596992493,0.13385255634784698,0.11044659465551376
|
||||
B5_mofe_mlp,42,vision_10,0.5117582417582418,0.48824175824175825,0.8472941162919574,0.08063130770882543,0.2735346555709839,0.1252371221780777,0.06957398355007172,0.1735313981771469,0.11499655246734619,0.13289612531661987,0.11023180931806564
|
||||
B5_mofe_mlp,42,audio_vision_10,0.5117582417582418,0.48824175824175825,0.7958907203885603,0.175434829289242,0.32850298285484314,0.10010535269975662,0.06980907171964645,0.14210578799247742,0.11540128290653229,0.1335059553384781,0.11057072132825851
|
||||
B5_mofe_mlp,42,all_modalities_10,0.4626098901098901,0.5373901098901099,0.8841173799028046,0.08432804798384702,0.2541447579860687,0.11095340549945831,0.07761403918266296,0.15777607262134552,0.1283317655324936,0.14818961918354034,0.12299200892448425
|
||||
B5_mofe_mlp,42,text_20,0.5065384615384615,0.49346153846153845,0.8152469884580759,0.08005206638464042,0.20999735593795776,0.14806155860424042,0.112088643014431,0.12878893315792084,0.10419154912233353,0.19696328043937683,0.09990917891263962
|
||||
B5_mofe_mlp,42,audio_20,0.5117582417582418,0.48824175824175825,0.8069851130815402,0.09013313291818767,0.2962163984775543,0.0896897166967392,0.10295859724283218,0.1273450255393982,0.16525308787822723,0.11975577473640442,0.09878180921077728
|
||||
B5_mofe_mlp,42,vision_20,0.5117582417582418,0.48824175824175825,0.8111495627938943,0.08063130770882543,0.2933293581008911,0.13767293095588684,0.062129102647304535,0.18726874887943268,0.10258819162845612,0.1186119019985199,0.09839928895235062
|
||||
B5_mofe_mlp,42,audio_vision_20,0.5117582417582418,0.48824175824175825,0.7057799858331233,0.2687352372772171,0.40449970960617065,0.08882029354572296,0.06192621961236,0.12605853378772736,0.10232582688331604,0.11834055930376053,0.09802991151809692
|
||||
B5_mofe_mlp,42,all_modalities_20,0.41145604395604396,0.588543956043956,0.8795920971657628,0.08853575482406356,0.25787994265556335,0.11065426468849182,0.07723148167133331,0.157210573554039,0.12760961055755615,0.14714252948760986,0.12227214872837067
|
||||
B5_mofe_mlp,42,text_30,0.5034615384615385,0.49653846153846154,0.7845061109572483,0.07726727054458146,0.19043782353401184,0.164101243019104,0.12816408276557922,0.11582792550325394,0.0932326465845108,0.218837708234787,0.08939971774816513
|
||||
B5_mofe_mlp,42,audio_30,0.5117582417582418,0.48824175824175825,0.7627258720846881,0.09308567747476916,0.32027310132980347,0.0778515487909317,0.11745958030223846,0.11037490516901016,0.18614806234836578,0.10296247154474258,0.08493035286664963
|
||||
B5_mofe_mlp,42,vision_30,0.5117582417582418,0.48824175824175825,0.7764460734868434,0.08063130770882543,0.31232842803001404,0.1496150940656662,0.054964445531368256,0.20050112903118134,0.09068562090396881,0.10487580299377441,0.0870303362607956
|
||||
B5_mofe_mlp,42,audio_vision_30,0.5117582417582418,0.48824175824175825,0.6149186646941948,0.3631092978312218,0.4812489449977875,0.07732704281806946,0.05401867628097534,0.10968495160341263,0.0891624167561531,0.10309218615293503,0.08546625822782516
|
||||
B5_mofe_mlp,42,all_modalities_30,0.3595054945054945,0.6404945054945055,0.8745368649815657,0.09307657038055937,0.26191991567611694,0.11035662144422531,0.07678450644016266,0.1566968709230423,0.12672796845436096,0.14605894684791565,0.12145592272281647
|
||||
B5_mofe_mlp,3407,clean,0.5117582417582418,0.48824175824175825,0.8917789142359226,0.08063130770882543,0.21564963459968567,0.16335873305797577,0.12684088945388794,0.1254868507385254,0.09765232354402542,0.11325515806674957,0.15775780379772186
|
||||
B5_mofe_mlp,3407,text_10,0.509010989010989,0.490989010989011,0.8547805451037497,0.08031088082901554,0.19791889190673828,0.1904035061597824,0.1427920013666153,0.11356116831302643,0.08846957981586456,0.12491724640130997,0.14193856716156006
|
||||
B5_mofe_mlp,3407,audio_10,0.5117582417582418,0.48824175824175825,0.8504781823179828,0.08481855271634099,0.23455235362052917,0.1466052234172821,0.15115498006343842,0.11315018683671951,0.1112954393029213,0.10172916203737259,0.14151319861412048
|
||||
B5_mofe_mlp,3407,vision_10,0.5117582417582418,0.48824175824175825,0.8539108633297741,0.08063130770882543,0.2311594933271408,0.1815430223941803,0.11412636935710907,0.1422722488641739,0.08770900219678879,0.10201089829206467,0.14117981493473053
|
||||
B5_mofe_mlp,3407,audio_vision_10,0.5117582417582418,0.48824175824175825,0.7997980860345286,0.175434829289242,0.29687586426734924,0.14598697423934937,0.11404559761285782,0.11318352073431015,0.08737359195947647,0.10181976109743118,0.14071525633335114
|
||||
B5_mofe_mlp,3407,all_modalities_10,0.4610164835164835,0.5389835164835165,0.8892426095830844,0.08348727727787379,0.2185969352722168,0.16224151849746704,0.12673969566822052,0.12583576142787933,0.09755325317382812,0.11298926174640656,0.1560446321964264
|
||||
B5_mofe_mlp,3407,text_20,0.5066758241758241,0.4933241758241758,0.8130542021789052,0.08176543946212655,0.17931020259857178,0.2202228158712387,0.16002467274665833,0.10018529742956161,0.07809362560510635,0.137038454413414,0.12512563169002533
|
||||
B5_mofe_mlp,3407,audio_20,0.5117582417582418,0.48824175824175825,0.8087283495175436,0.09002576766158471,0.2538429796695709,0.12989234924316406,0.1755901426076889,0.10037955641746521,0.12468340992927551,0.09022346138954163,0.12538877129554749
|
||||
B5_mofe_mlp,3407,vision_20,0.5117582417582418,0.48824175824175825,0.8141886106137566,0.08063130770882543,0.24743759632110596,0.20013628900051117,0.10070110112428665,0.16005626320838928,0.0773327648639679,0.09001021832227707,0.12432596832513809
|
||||
B5_mofe_mlp,3407,audio_vision_20,0.5117582417582418,0.48824175824175825,0.6969105807199653,0.28124328967146234,0.3873015344142914,0.1272396296262741,0.09933283925056458,0.09888661652803421,0.07606082409620285,0.08873630315065384,0.12244285643100739
|
||||
B5_mofe_mlp,3407,all_modalities_20,0.40958791208791206,0.5904120879120879,0.8837504554280156,0.08867127238580723,0.22335518896579742,0.1614186316728592,0.12589122354984283,0.12545962631702423,0.09687625616788864,0.11222808808088303,0.15477190911769867
|
||||
B5_mofe_mlp,3407,text_30,0.5033791208791208,0.4966208791208791,0.77998020566234,0.07853517437100911,0.1615801304578781,0.24538777768611908,0.1755058914422989,0.08944669365882874,0.0692080482840538,0.1480167955160141,0.11085427552461624
|
||||
B5_mofe_mlp,3407,audio_30,0.5117582417582418,0.48824175824175825,0.7653189262124539,0.09217307279364398,0.2723240554332733,0.1130220890045166,0.20212848484516144,0.08758600801229477,0.13917095959186554,0.07771366834640503,0.10805478692054749
|
||||
B5_mofe_mlp,3407,vision_30,0.5117582417582418,0.48824175824175825,0.7773799776708603,0.08063130770882543,0.26250481605529785,0.21736890077590942,0.08825590461492538,0.17656537890434265,0.06769922375679016,0.07888038456439972,0.10872545838356018
|
||||
B5_mofe_mlp,3407,audio_vision_30,0.5117582417582418,0.48824175824175825,0.6151879114518624,0.36498818982177367,0.4589049518108368,0.11260678619146347,0.08762799948453903,0.08767727017402649,0.06704143434762955,0.07825901359319687,0.10788305103778839
|
||||
B5_mofe_mlp,3407,all_modalities_30,0.3557967032967033,0.6442032967032967,0.8791751773751674,0.09342907883561115,0.22755521535873413,0.16036975383758545,0.12519316375255585,0.12486399710178375,0.09638682752847672,0.11167588084936142,0.15395526587963104
|
||||
B5_mofe_mlp,2026,clean,0.5117582417582418,0.48824175824175825,0.892980397203899,0.08063130770882543,0.2621680796146393,0.13523989915847778,0.11440448462963104,0.1282719075679779,0.10990405827760696,0.12046957015991211,0.12954255938529968
|
||||
B5_mofe_mlp,2026,text_10,0.5091208791208791,0.4908791208791209,0.8566292977820127,0.08099503561407295,0.24004511535167694,0.16017793118953705,0.13224223256111145,0.11618264019489288,0.09917686879634857,0.1352321356534958,0.1169428601861
|
||||
B5_mofe_mlp,2026,audio_10,0.5117582417582418,0.48824175824175825,0.8513181092443619,0.08616061842387804,0.28532060980796814,0.12107318639755249,0.13112173974514008,0.11523441225290298,0.12272416055202484,0.1084277555346489,0.11609779298305511
|
||||
B5_mofe_mlp,2026,vision_10,0.5117582417582418,0.48824175824175825,0.8538046087080117,0.08063130770882543,0.275703102350235,0.15632730722427368,0.10242735594511032,0.14280176162719727,0.09840572625398636,0.1080247089266777,0.11630945652723312
|
||||
B5_mofe_mlp,2026,audio_vision_10,0.5117582417582418,0.48824175824175825,0.7992446529652792,0.1772063560231909,0.33916473388671875,0.12080469727516174,0.10259180516004562,0.11497309058904648,0.0985245332121849,0.10807139426469803,0.11586850136518478
|
||||
B5_mofe_mlp,2026,all_modalities_10,0.45884615384615385,0.5411538461538462,0.890664129810964,0.08400191593821099,0.2641141414642334,0.13430693745613098,0.11438830941915512,0.1279611438512802,0.10974214971065521,0.1203693225979805,0.12911845743656158
|
||||
B5_mofe_mlp,2026,text_20,0.5064560439560439,0.49354395604395607,0.8196418202446201,0.08093300786547328,0.21744248270988464,0.18586474657058716,0.15042437613010406,0.10369155555963516,0.08837979286909103,0.14998102188110352,0.10421676933765411
|
||||
B5_mofe_mlp,2026,audio_20,0.5117582417582418,0.48824175824175825,0.8139422624038224,0.0915288812540262,0.30578380823135376,0.10856158286333084,0.14610645174980164,0.1034226343035698,0.134155735373497,0.09755375236272812,0.10441582649946213
|
||||
B5_mofe_mlp,2026,vision_20,0.5117582417582418,0.48824175824175825,0.8189807529817417,0.08063130770882543,0.28755468130111694,0.17542824149131775,0.09184657037258148,0.1557445526123047,0.08823608607053757,0.0968705415725708,0.10431937873363495
|
||||
B5_mofe_mlp,2026,audio_vision_20,0.5117582417582418,0.48824175824175825,0.7084234520060394,0.27120463817908524,0.41442573070526123,0.10667615383863449,0.09106616675853729,0.10168138891458511,0.0874401405453682,0.09591105580329895,0.10279884934425354
|
||||
B5_mofe_mlp,2026,all_modalities_20,0.40585164835164833,0.5941483516483517,0.8838247695015665,0.08962296080687741,0.26898571848869324,0.13424904644489288,0.1132628470659256,0.12779442965984344,0.10867198556661606,0.1192564070224762,0.1277802437543869
|
||||
B5_mofe_mlp,2026,text_30,0.5032417582417582,0.49675824175824174,0.7814398465385116,0.08243257997597991,0.19258207082748413,0.21375314891338348,0.1692270040512085,0.09033004194498062,0.07751274853944778,0.16531100869178772,0.09128450602293015
|
||||
B5_mofe_mlp,2026,audio_30,0.5117582417582418,0.48824175824175825,0.7664926836291861,0.09711187459738028,0.3314794600009918,0.09291943162679672,0.1653663069009781,0.08855544030666351,0.14884275197982788,0.08355656266212463,0.08927922695875168
|
||||
B5_mofe_mlp,2026,vision_30,0.5117582417582418,0.48824175824175825,0.7769904015474858,0.08063130770882543,0.3017820417881012,0.19846147298812866,0.07910744100809097,0.17135068774223328,0.07599635422229767,0.08345004171133041,0.0898519977927208
|
||||
B5_mofe_mlp,2026,audio_vision_30,0.5117582417582418,0.48824175824175825,0.6051323653073035,0.3765836375348937,0.49931350350379944,0.09166184812784195,0.07765422761440277,0.0873459056019783,0.07456637173891068,0.08182720094919205,0.08763010799884796
|
||||
B5_mofe_mlp,2026,all_modalities_30,0.36043956043956044,0.6395604395604395,0.8852294042453963,0.08887195121951219,0.2681088149547577,0.1340326964855194,0.11355702579021454,0.12770922482013702,0.10893982648849487,0.11956492066383362,0.12808853387832642
|
||||
|
@@ -0,0 +1,86 @@
|
||||
{
|
||||
"experiment": "Q2 selected models: EarlyConcat + BiGRU and MoFE-7 + MLP Router",
|
||||
"created_unix": 1790272294.3490393,
|
||||
"python_version": "3.14.7 (main, Aug 10 2026, 00:00:00) [GCC 16.1.1 20260515 (Red Hat 16.1.1-2)]",
|
||||
"torch_version": "2.14.0+cu130",
|
||||
"numpy_version": "2.5.3",
|
||||
"device": "cuda",
|
||||
"cuda_device": "NVIDIA GeForce RTX 5070 Ti",
|
||||
"feature_file": "/home/gloamxun/modeling_zhaocui/E\u9898\u6570\u636e/\u9644\u4ef62-\u6570\u636e\u96c6\u7279\u5f81\u6587\u4ef6/aligned_50.pkl",
|
||||
"feature_sha256": "66e867aa74bc70a844e806e5571e371c9abb4a35f9e2887ce9b4d97ff2cb8fcd",
|
||||
"feature_dimensions": {
|
||||
"text": 768,
|
||||
"audio": 74,
|
||||
"vision": 35
|
||||
},
|
||||
"sequence_length": 50,
|
||||
"representation_note": "official ordered 50-wordpiece positions; not 50 physical-time bins",
|
||||
"train_examples": 3395,
|
||||
"valid_examples": 728,
|
||||
"train_source_video_groups": 1528,
|
||||
"valid_source_video_groups": 239,
|
||||
"train_only_scaler": "/home/gloamxun/modeling_zhaocui/deep_learning/Q2/outputs/followups/R01_selected_model_reevaluation/aligned_robust_stats.npz",
|
||||
"scaler_max_abs_difference_from_reference": 0.0,
|
||||
"test_labels_used": false,
|
||||
"seeds": [
|
||||
42,
|
||||
3407,
|
||||
2026
|
||||
],
|
||||
"epochs_max": 32,
|
||||
"patience": 6,
|
||||
"batch_size": 64,
|
||||
"optimizer": "AdamW(lr=1.5e-4, weight_decay=1e-4), gradient clip 1.0",
|
||||
"training_mask_augmentation": "same contiguous-block augment_masks protocol for both models",
|
||||
"validation_conditions": [
|
||||
"clean",
|
||||
"text_10",
|
||||
"audio_10",
|
||||
"vision_10",
|
||||
"audio_vision_10",
|
||||
"all_modalities_10",
|
||||
"text_20",
|
||||
"audio_20",
|
||||
"vision_20",
|
||||
"audio_vision_20",
|
||||
"all_modalities_20",
|
||||
"text_30",
|
||||
"audio_30",
|
||||
"vision_30",
|
||||
"audio_vision_30",
|
||||
"all_modalities_30"
|
||||
],
|
||||
"validation_corruption_seed": "seed + 13 + pattern_index*101 + int(rate*1000)",
|
||||
"loss": "cross_entropy + 0.5*SmoothL1(intensity/3, regression_label/3)",
|
||||
"models": {
|
||||
"B0_early_concat": "project modalities independently, concatenate features and masks, then BiGRU",
|
||||
"B5_mofe_mlp": {
|
||||
"experts": [
|
||||
"T",
|
||||
"A",
|
||||
"V",
|
||||
"TA",
|
||||
"TV",
|
||||
"AV",
|
||||
"TAV"
|
||||
],
|
||||
"router": "MLP over per-position observed values and local observation statistics",
|
||||
"availability": "hard mask; unavailable expert weights are zero",
|
||||
"shared_temporal_backbone": "one BiGRU after position-wise expert mixture"
|
||||
}
|
||||
},
|
||||
"best_epochs": {
|
||||
"B0_early_concat_seed_42": 4,
|
||||
"B5_mofe_mlp_seed_42": 4,
|
||||
"B0_early_concat_seed_3407": 4,
|
||||
"B5_mofe_mlp_seed_3407": 4,
|
||||
"B0_early_concat_seed_2026": 3,
|
||||
"B5_mofe_mlp_seed_2026": 4
|
||||
},
|
||||
"paired_bootstrap": {
|
||||
"replicates": 1000,
|
||||
"seed": 20260924,
|
||||
"resampling_unit": "source video id",
|
||||
"paired": true
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,3 @@
|
||||
method,n_seeds,worst_condition,clean_accuracy,clean_accuracy_sd,corrupt_accuracy_mean,corrupt_accuracy_sd,clean_macro_f1,clean_macro_f1_sd,corrupt_macro_f1_mean,corrupt_macro_f1_sd,clean_mae,clean_mae_sd,corrupt_mae_mean,corrupt_mae_sd,clean_pearson,clean_pearson_sd,corrupt_pearson_mean,corrupt_pearson_sd,worst_condition_macro_f1,worst_single_run_macro_f1,text_30_macro_f1,text_30_macro_f1_sd,audio_30_macro_f1,audio_30_macro_f1_sd,vision_30_macro_f1,vision_30_macro_f1_sd,audio_vision_30_macro_f1,audio_vision_30_macro_f1_sd,all_modalities_30_macro_f1,all_modalities_30_macro_f1_sd,corrupt_macro_f1,corrupt_mae,corrupt_pearson
|
||||
B0_early_concat,3,text_30,0.6259157509157509,0.012689016905266455,0.6226800976800976,0.011084117339613314,0.5803030257575643,0.01849482950112713,0.5751264735191365,0.016846851540436875,0.6362011035283407,0.0035474183737517766,0.6402280926704407,0.004374266641036123,0.6131094329543634,0.003049326453361512,0.6068152013123896,0.004485339859543551,0.5467200505506405,0.5160231153138954,0.5467200505506405,0.02702334845391397,0.5898777795190231,0.01981725011325887,0.5768267974155946,0.018051809113621656,0.5899580041649785,0.021659392511569595,0.5702146248141552,0.01810847481514832,0.5751264735191365,0.6402280926704407,0.6068152013123896
|
||||
B5_mofe_mlp,3,text_30,0.6405677655677655,0.011682555697960713,0.6341575091575092,0.008260560563259616,0.6078097938180046,0.012936809470245413,0.5996814814915562,0.009482724136440013,0.6383468906084696,0.01912445943818777,0.6405956546465555,0.018861146501817867,0.61092448719973,0.006638694954493296,0.6049016762167468,0.007374674358633282,0.5698233578745228,0.5665382052109811,0.5698233578745228,0.003414574297503367,0.6023602104251015,0.008745543947786412,0.6006238965304852,0.009937909445226123,0.6083796876372073,0.012980777465454897,0.5944800671676608,0.01638613384398019,0.5996814814915562,0.6405956546465555,0.6049016762167468
|
||||
|
+25
@@ -0,0 +1,25 @@
|
||||
method,seed,mask_mode,aurc_mae,rates_realized
|
||||
B0_early_concat,42,single,0.6401313925363663,"[0.0, 0.03371342897433643, 0.10101503353205936, 0.16749406682715026, 0.233161167473855]"
|
||||
B0_early_concat,42,sync,0.6433302939648693,"[0.0, 0.045156406674301666, 0.15049590345982738, 0.2869043063014706, 0.4688425032750801]"
|
||||
B0_early_concat,42,partial,0.643875960390525,"[0.0, 0.040239075593981495, 0.11254067775371336, 0.19417960020144912, 0.3517369377138981]"
|
||||
B0_early_concat,42,async,0.6419499029297968,"[0.0, 0.042147033495012594, 0.1402331971734938, 0.2674778555592227, 0.43688540417216304]"
|
||||
B0_early_concat,3407,single,0.6386396612080375,"[0.0, 0.03371342897433643, 0.10101503353205936, 0.16749406682715026, 0.233161167473855]"
|
||||
B0_early_concat,3407,sync,0.6426227949801453,"[0.0, 0.045156406674301666, 0.15049590345982738, 0.2869043063014706, 0.4688425032750801]"
|
||||
B0_early_concat,3407,partial,0.6506563048804127,"[0.0, 0.040239075593981495, 0.11254067775371336, 0.19417960020144912, 0.3517369377138981]"
|
||||
B0_early_concat,3407,async,0.6473036061422844,"[0.0, 0.042147033495012594, 0.1402331971734938, 0.2674778555592227, 0.43688540417216304]"
|
||||
B0_early_concat,2026,single,0.6465365400894263,"[0.0, 0.03371342897433643, 0.10101503353205936, 0.16749406682715026, 0.233161167473855]"
|
||||
B0_early_concat,2026,sync,0.6504719890922472,"[0.0, 0.045156406674301666, 0.15049590345982738, 0.2869043063014706, 0.4688425032750801]"
|
||||
B0_early_concat,2026,partial,0.652087221009127,"[0.0, 0.040239075593981495, 0.11254067775371336, 0.19417960020144912, 0.3517369377138981]"
|
||||
B0_early_concat,2026,async,0.6503968739690713,"[0.0, 0.042147033495012594, 0.1402331971734938, 0.2674778555592227, 0.43688540417216304]"
|
||||
B5_mofe_mlp,42,single,0.6329832291613164,"[0.0, 0.03371342897433643, 0.10101503353205936, 0.16749406682715026, 0.233161167473855]"
|
||||
B5_mofe_mlp,42,sync,0.6325276544269155,"[0.0, 0.045156406674301666, 0.15049590345982738, 0.2869043063014706, 0.4688425032750801]"
|
||||
B5_mofe_mlp,42,partial,0.6334337662111412,"[0.0, 0.040239075593981495, 0.11254067775371336, 0.19417960020144912, 0.3517369377138981]"
|
||||
B5_mofe_mlp,42,async,0.6426767924420232,"[0.0, 0.042147033495012594, 0.1402331971734938, 0.2674778555592227, 0.43688540417216304]"
|
||||
B5_mofe_mlp,3407,single,0.6373919322630748,"[0.0, 0.03371342897433643, 0.10101503353205936, 0.16749406682715026, 0.233161167473855]"
|
||||
B5_mofe_mlp,3407,sync,0.6479961326945486,"[0.0, 0.045156406674301666, 0.15049590345982738, 0.2869043063014706, 0.4688425032750801]"
|
||||
B5_mofe_mlp,3407,partial,0.6479020337042737,"[0.0, 0.040239075593981495, 0.11254067775371336, 0.19417960020144912, 0.3517369377138981]"
|
||||
B5_mofe_mlp,3407,async,0.6466195743207078,"[0.0, 0.042147033495012594, 0.1402331971734938, 0.2674778555592227, 0.43688540417216304]"
|
||||
B5_mofe_mlp,2026,single,0.6617258705000735,"[0.0, 0.03371342897433643, 0.10101503353205936, 0.16749406682715026, 0.233161167473855]"
|
||||
B5_mofe_mlp,2026,sync,0.6610093338534158,"[0.0, 0.045156406674301666, 0.15049590345982738, 0.2869043063014706, 0.4688425032750801]"
|
||||
B5_mofe_mlp,2026,partial,0.6690499670696615,"[0.0, 0.040239075593981495, 0.11254067775371336, 0.19417960020144912, 0.3517369377138981]"
|
||||
B5_mofe_mlp,2026,async,0.6662885449740689,"[0.0, 0.042147033495012594, 0.1402331971734938, 0.2674778555592227, 0.43688540417216304]"
|
||||
|
+5
@@ -0,0 +1,5 @@
|
||||
mode,delta_aurc_mae_mofe_minus_earlyconcat,bootstrap_ci_2p5,bootstrap_ci_97p5,bootstrap_probability_delta_lt_0,replicates,resampling_unit,paired,seed
|
||||
single,0.0022644793635447913,-0.007326506614258393,0.01085375445537662,0.307,1000,source video id,True,20260926
|
||||
sync,0.001702680979206006,-0.008553429202151783,0.011162477203288298,0.37,1000,source video id,True,20260926
|
||||
partial,0.0012554269016705755,-0.009299259915437324,0.010371210538351492,0.416,1000,source video id,True,20260926
|
||||
async,0.005311509565215755,-0.0041539559800425705,0.013656995740298614,0.149,1000,source video id,True,20260926
|
||||
|
@@ -0,0 +1,9 @@
|
||||
method,mask_mode,mean,sd_across_seeds
|
||||
B0_early_concat,single,0.6417691979446101,0.004195471240907912
|
||||
B0_early_concat,sync,0.6454750260124206,0.004341931450312084
|
||||
B0_early_concat,partial,0.6488731620933549,0.004386444902871605
|
||||
B0_early_concat,async,0.6465501276803842,0.004273596527398931
|
||||
B5_mofe_mlp,single,0.6440336773081549,0.015479646013878707
|
||||
B5_mofe_mlp,sync,0.6471777069916266,0.014258467000764302
|
||||
B5_mofe_mlp,partial,0.6501285889950255,0.01791219144174424
|
||||
B5_mofe_mlp,async,0.6518616372456,0.012648641515595156
|
||||
|
+253
@@ -0,0 +1,253 @@
|
||||
method,seed,scenario,realized_additional_global_rate,n_valid,accuracy,macro_f1,mae,rmse,pearson
|
||||
B0_early_concat,42,0.0/none,0.0,728,0.6332417582417582,0.587941053090477,0.6350555419921875,0.8411936357612951,0.6157338827731829
|
||||
B0_early_concat,42,0.1/single,0.03371342897433643,728,0.6304945054945055,0.5841478555667776,0.6329803466796875,0.8388883612450743,0.6156007751289291
|
||||
B0_early_concat,42,0.1/sync,0.045156406674301666,728,0.6277472527472527,0.5817500837463079,0.6324868202209473,0.8354757584548449,0.6182538400699824
|
||||
B0_early_concat,42,0.1/partial,0.040239075593981495,728,0.6291208791208791,0.5809513824305218,0.6362647414207458,0.8395663845790533,0.6146226232321855
|
||||
B0_early_concat,42,0.1/async,0.042147033495012594,728,0.6304945054945055,0.5813440322183995,0.6335626244544983,0.837625919668868,0.6163399508733897
|
||||
B0_early_concat,42,0.3/single,0.10101503353205936,728,0.6195054945054945,0.5675794227375214,0.640035092830658,0.8424158498015616,0.6069511611336497
|
||||
B0_early_concat,42,0.3/sync,0.15049590345982738,728,0.6263736263736264,0.5780608118498217,0.6299555897712708,0.8375190319916388,0.6124431874344702
|
||||
B0_early_concat,42,0.3/partial,0.11254067775371336,728,0.6153846153846154,0.5593362859645706,0.641963541507721,0.8404494474527319,0.6049209455061247
|
||||
B0_early_concat,42,0.3/async,0.1402331971734938,728,0.6318681318681318,0.576909502145226,0.6313087344169617,0.8365481276590316,0.6093167943618667
|
||||
B0_early_concat,42,0.5/single,0.16749406682715026,728,0.6291208791208791,0.5812458325756198,0.6444581151008606,0.8504945900849837,0.595658614323956
|
||||
B0_early_concat,42,0.5/sync,0.2869043063014706,728,0.6126373626373627,0.5593171296296297,0.6449117064476013,0.8485519317960112,0.5940501662945247
|
||||
B0_early_concat,42,0.5/partial,0.19417960020144912,728,0.6112637362637363,0.5538751092290113,0.6426721215248108,0.846240606269933,0.5907667712241222
|
||||
B0_early_concat,42,0.5/async,0.2674778555592227,728,0.6016483516483516,0.5399077899607511,0.6515048742294312,0.8615156389124333,0.5754295119229905
|
||||
B0_early_concat,42,0.7/single,0.233161167473855,728,0.625,0.5688829757001009,0.6452269554138184,0.8590691802596665,0.5839596403467362
|
||||
B0_early_concat,42,0.7/sync,0.4688425032750801,728,0.6016483516483516,0.5502346950183244,0.66935795545578,0.8879573422702182,0.5454190465035358
|
||||
B0_early_concat,42,0.7/partial,0.3517369377138981,728,0.6016483516483516,0.5386532608428335,0.6552613377571106,0.8613171911951291,0.5706160481156233
|
||||
B0_early_concat,42,0.7/async,0.43688540417216304,728,0.6057692307692307,0.5448128152476447,0.6480301022529602,0.8642782952419213,0.5654181079796473
|
||||
B0_early_concat,42,0.3/modality_T,0.05864506749840218,728,0.625,0.5763071383484074,0.6379959583282471,0.8473427188282466,0.5955566859385917
|
||||
B0_early_concat,42,0.3/modality_A,0.05697909847839254,728,0.6401098901098901,0.5987085232857344,0.6355111002922058,0.8415443767490056,0.6168384537396358
|
||||
B0_early_concat,42,0.3/modality_V,0.05703409792921816,728,0.6304945054945055,0.5826704686319633,0.6378379464149475,0.8427720583730931,0.6139202299259341
|
||||
B0_early_concat,42,0.3/modality_TA,0.10919187418833474,728,0.6195054945054945,0.5673255633255633,0.6411880850791931,0.8501693809265032,0.593141387871954
|
||||
B0_early_concat,42,0.3/modality_TV,0.11437644408481795,728,0.6181318681318682,0.5667943482947192,0.6455541849136353,0.8531380173804407,0.5879106305784599
|
||||
B0_early_concat,42,0.3/modality_AV,0.11303721690563862,728,0.6332417582417582,0.589575000050125,0.6335181593894958,0.8394406082973969,0.6190294231457893
|
||||
B0_early_concat,42,0.3/modality_TAV,0.16956369042443203,728,0.625,0.5736949459376823,0.636223316192627,0.8385192007210537,0.6136927230613016
|
||||
B0_early_concat,42,0.3/location_start_T,0.10048832030833439,728,0.614010989010989,0.5486629805996582,0.639001727104187,0.8471883018318189,0.5899140511730886
|
||||
B0_early_concat,42,0.3/location_middle_T,0.10048832030833439,728,0.6195054945054945,0.5621330833277529,0.6401935815811157,0.8398970121305769,0.6011036539570971
|
||||
B0_early_concat,42,0.3/location_end_T,0.10048832030833439,728,0.6167582417582418,0.558781569307885,0.6448237895965576,0.8462808587041787,0.595287414298351
|
||||
B0_early_concat,42,0.3/span_long_T,0.10048832030833439,728,0.6167582417582418,0.5587239725548967,0.6371496915817261,0.8397095329026115,0.5977651886958409
|
||||
B0_early_concat,42,0.3/span_multi_short_T,0.10048832030833439,728,0.6167582417582418,0.5618207578802662,0.6346496939659119,0.8382192825209313,0.5993613309755399
|
||||
B0_early_concat,42,0.3/location_start_A,0.10087109490306286,728,0.635989010989011,0.5935620701417008,0.6319957971572876,0.84067373737167,0.6193052962176031
|
||||
B0_early_concat,42,0.3/location_middle_A,0.10087109490306286,728,0.6304945054945055,0.5891673048189151,0.6320388317108154,0.8388446986922057,0.6193795942976837
|
||||
B0_early_concat,42,0.3/location_end_A,0.10087109490306286,728,0.6304945054945055,0.5891673048189151,0.6308991312980652,0.8360611654771293,0.6216326232820929
|
||||
B0_early_concat,42,0.3/span_long_A,0.10087109490306286,728,0.6304945054945055,0.586797819903155,0.6292437314987183,0.8373133664919333,0.6218214161352669
|
||||
B0_early_concat,42,0.3/span_multi_short_A,0.10087109490306286,728,0.6332417582417582,0.5918991467740389,0.6312629580497742,0.8393302944773211,0.620064068130471
|
||||
B0_early_concat,42,0.3/location_start_V,0.09701596125937247,728,0.6373626373626373,0.5909589685370776,0.638043999671936,0.8432465570143738,0.6133269596558762
|
||||
B0_early_concat,42,0.3/location_middle_V,0.09701596125937247,728,0.6291208791208791,0.5802229949228151,0.636878252029419,0.8422387328692155,0.6142276235341132
|
||||
B0_early_concat,42,0.3/location_end_V,0.09701596125937247,728,0.6291208791208791,0.5802229949228151,0.6369577050209045,0.8424747861717187,0.6139934605500105
|
||||
B0_early_concat,42,0.3/span_long_V,0.09701596125937247,728,0.6304945054945055,0.583777087861221,0.6353855133056641,0.8398962669808279,0.6167031708983985
|
||||
B0_early_concat,42,0.3/span_multi_short_V,0.09701596125937247,728,0.6304945054945055,0.5833277915350489,0.6393547654151917,0.8443521540873805,0.6124599424438969
|
||||
B0_early_concat,42,0.3/synchrony_sync,0.17627119309968198,728,0.6236263736263736,0.5712425532056137,0.6429818272590637,0.8454751991613966,0.6058335119911614
|
||||
B0_early_concat,42,0.3/synchrony_partial,0.11943882005826376,728,0.6304945054945055,0.5832748099288496,0.6332861185073853,0.8400844140439543,0.6035583549739136
|
||||
B0_early_concat,42,0.3/synchrony_async,0.16594815654028122,728,0.6332417582417582,0.581960911374582,0.634742021560669,0.8411228109856493,0.6030323439352911
|
||||
B0_early_concat,3407,0.0/none,0.0,728,0.6332417582417582,0.5937554950072336,0.6333680152893066,0.8346194991301408,0.6138300851146614
|
||||
B0_early_concat,3407,0.1/single,0.03371342897433643,728,0.6277472527472527,0.5863431107430745,0.6328662633895874,0.8353187909586893,0.6112280473426515
|
||||
B0_early_concat,3407,0.1/sync,0.045156406674301666,728,0.6263736263736264,0.5838823759644308,0.6331413984298706,0.8319518002110763,0.614769736946681
|
||||
B0_early_concat,3407,0.1/partial,0.040239075593981495,728,0.6277472527472527,0.5826595399578411,0.6362914443016052,0.8349912760615754,0.6108295560922031
|
||||
B0_early_concat,3407,0.1/async,0.042147033495012594,728,0.6401098901098901,0.5984721457021069,0.6350982785224915,0.8343727940448075,0.6137234888279289
|
||||
B0_early_concat,3407,0.3/single,0.10101503353205936,728,0.6085164835164835,0.563921331484755,0.6361177563667297,0.8353053046479242,0.607661728262342
|
||||
B0_early_concat,3407,0.3/sync,0.15049590345982738,728,0.6304945054945055,0.5883092160267541,0.6361386775970459,0.8404312208242788,0.6029838091344039
|
||||
B0_early_concat,3407,0.3/partial,0.11254067775371336,728,0.6112637362637363,0.5649195311816672,0.642254650592804,0.8373105190635507,0.6025399956015483
|
||||
B0_early_concat,3407,0.3/async,0.1402331971734938,728,0.6236263736263736,0.5729838717006412,0.6402410268783569,0.8337487059759023,0.6076096623115538
|
||||
B0_early_concat,3407,0.5/single,0.16749406682715026,728,0.6181318681318682,0.5715556497676894,0.6397385597229004,0.8471463687132873,0.5913795821530734
|
||||
B0_early_concat,3407,0.5/sync,0.2869043063014706,728,0.6236263736263736,0.575541941133339,0.6427107453346252,0.8423896702594076,0.5942984252907214
|
||||
B0_early_concat,3407,0.5/partial,0.19417960020144912,728,0.5961538461538461,0.5415150811859474,0.6579906940460205,0.8591292636831587,0.5722431967077758
|
||||
B0_early_concat,3407,0.5/async,0.2674778555592227,728,0.603021978021978,0.5529601029601029,0.6514623165130615,0.8635603164542541,0.5680182640279093
|
||||
B0_early_concat,3407,0.7/single,0.233161167473855,728,0.603021978021978,0.5548110166904493,0.653153657913208,0.864040575904769,0.5720059484103266
|
||||
B0_early_concat,3407,0.7/sync,0.4688425032750801,728,0.6071428571428571,0.5592133635943569,0.6612244248390198,0.8699659907610593,0.5613123004112319
|
||||
B0_early_concat,3407,0.7/partial,0.3517369377138981,728,0.5782967032967034,0.5192448487580333,0.6624062657356262,0.8770518088093162,0.5473815485219784
|
||||
B0_early_concat,3407,0.7/async,0.43688540417216304,728,0.5782967032967034,0.5296829018983362,0.6629856824874878,0.8789931529844939,0.5433830120722912
|
||||
B0_early_concat,3407,0.3/modality_T,0.05864506749840218,728,0.6167582417582418,0.5696594236400062,0.6442276835441589,0.8481597459797712,0.5886136769457235
|
||||
B0_early_concat,3407,0.3/modality_A,0.05697909847839254,728,0.6332417582417582,0.5935566473770096,0.6333451867103577,0.8344743705182801,0.6155545899116962
|
||||
B0_early_concat,3407,0.3/modality_V,0.05703409792921816,728,0.6332417582417582,0.5934148419250151,0.6332776546478271,0.8344196193351635,0.6139845146475589
|
||||
B0_early_concat,3407,0.3/modality_TA,0.10919187418833474,728,0.6167582417582418,0.569608407866905,0.6469659209251404,0.8517946749213303,0.5848663158386197
|
||||
B0_early_concat,3407,0.3/modality_TV,0.11437644408481795,728,0.6057692307692307,0.5520132224603463,0.6410850882530212,0.8440129965170219,0.5908302231341378
|
||||
B0_early_concat,3407,0.3/modality_AV,0.11303721690563862,728,0.635989010989011,0.5984543253270477,0.6292101740837097,0.8312502136803833,0.6188758147944096
|
||||
B0_early_concat,3407,0.3/modality_TAV,0.16956369042443203,728,0.6222527472527473,0.577255329165107,0.6411339044570923,0.8406993677079958,0.6056894215716182
|
||||
B0_early_concat,3407,0.3/location_start_T,0.10048832030833439,728,0.6167582417582418,0.5616277516526954,0.6559486985206604,0.854438684150858,0.5788422305236482
|
||||
B0_early_concat,3407,0.3/location_middle_T,0.10048832030833439,728,0.6071428571428571,0.547740563024856,0.6456643342971802,0.8450714289366523,0.59239383541254
|
||||
B0_early_concat,3407,0.3/location_end_T,0.10048832030833439,728,0.6071428571428571,0.5468314040316676,0.6502484083175659,0.8484889919328977,0.5891420561980362
|
||||
B0_early_concat,3407,0.3/span_long_T,0.10048832030833439,728,0.6016483516483516,0.546928522672282,0.6454964280128479,0.8463376948392111,0.5878408095083768
|
||||
B0_early_concat,3407,0.3/span_multi_short_T,0.10048832030833439,728,0.6043956043956044,0.5515248320550723,0.6477841138839722,0.8459924639012224,0.5877258960827487
|
||||
B0_early_concat,3407,0.3/location_start_A,0.10087109490306286,728,0.6263736263736264,0.5891968004925136,0.63096684217453,0.8328749627885234,0.618139931953556
|
||||
B0_early_concat,3407,0.3/location_middle_A,0.10087109490306286,728,0.6373626373626373,0.5982533903882219,0.6332005262374878,0.8344721205404403,0.6156531655487061
|
||||
B0_early_concat,3407,0.3/location_end_A,0.10087109490306286,728,0.6401098901098901,0.6003231457093513,0.6325213313102722,0.8332261294709254,0.6168599173095554
|
||||
B0_early_concat,3407,0.3/span_long_A,0.10087109490306286,728,0.6304945054945055,0.5918206496100208,0.6307344436645508,0.8312857068072388,0.6198440817316815
|
||||
B0_early_concat,3407,0.3/span_multi_short_A,0.10087109490306286,728,0.6332417582417582,0.595786573091332,0.6304507851600647,0.8323247687322188,0.6185376730913125
|
||||
B0_early_concat,3407,0.3/location_start_V,0.09701596125937247,728,0.6318681318681318,0.5918186769129088,0.6308284997940063,0.8326575559153797,0.6164779072814917
|
||||
B0_early_concat,3407,0.3/location_middle_V,0.09701596125937247,728,0.6318681318681318,0.5930726844490408,0.6334424018859863,0.835375730759368,0.6128703835769779
|
||||
B0_early_concat,3407,0.3/location_end_V,0.09701596125937247,728,0.6304945054945055,0.5915655585223337,0.6334879398345947,0.835227415159139,0.6128021593800222
|
||||
B0_early_concat,3407,0.3/span_long_V,0.09701596125937247,728,0.6346153846153846,0.5958501672120969,0.6301674246788025,0.832417931048369,0.6161365463499257
|
||||
B0_early_concat,3407,0.3/span_multi_short_V,0.09701596125937247,728,0.6291208791208791,0.588772574029934,0.6311795711517334,0.833889672220184,0.6149213762305303
|
||||
B0_early_concat,3407,0.3/synchrony_sync,0.17627119309968198,728,0.6304945054945055,0.5874171274320514,0.6434048414230347,0.8416043656648424,0.6052197775255865
|
||||
B0_early_concat,3407,0.3/synchrony_partial,0.11943882005826376,728,0.6153846153846154,0.5725142421088963,0.638130247592926,0.8434438856574996,0.5938085222353164
|
||||
B0_early_concat,3407,0.3/synchrony_async,0.16594815654028122,728,0.6263736263736264,0.5815558788981249,0.639380156993866,0.8382507475096762,0.601474525688235
|
||||
B0_early_concat,2026,0.0/none,0.0,728,0.6112637362637363,0.5592125291749822,0.6401797533035278,0.8435639776807761,0.6097643309752457
|
||||
B0_early_concat,2026,0.1/single,0.03371342897433643,728,0.6126373626373627,0.5601732347712779,0.6388869881629944,0.8425065874583629,0.6090522004630045
|
||||
B0_early_concat,2026,0.1/sync,0.045156406674301666,728,0.6208791208791209,0.5649448309789866,0.6389307975769043,0.8412108184623058,0.6108543782865608
|
||||
B0_early_concat,2026,0.1/partial,0.040239075593981495,728,0.614010989010989,0.5584513367819262,0.6431105732917786,0.8447519993121942,0.6059585962909831
|
||||
B0_early_concat,2026,0.1/async,0.042147033495012594,728,0.614010989010989,0.5589535709422427,0.6394624710083008,0.8424333613384806,0.6086355218373317
|
||||
B0_early_concat,2026,0.3/single,0.10101503353205936,728,0.5961538461538461,0.5303411844263911,0.644254207611084,0.8467073887008049,0.6011147024802118
|
||||
B0_early_concat,2026,0.3/sync,0.15049590345982738,728,0.6153846153846154,0.5586649169024365,0.6396176815032959,0.8460189546756811,0.6038839691724569
|
||||
B0_early_concat,2026,0.3/partial,0.11254067775371336,728,0.6002747252747253,0.5414842809750425,0.6449089646339417,0.8454197856067814,0.6000672714828029
|
||||
B0_early_concat,2026,0.3/async,0.1402331971734938,728,0.6167582417582418,0.5574463118580766,0.6412432193756104,0.8442993142001068,0.6000500422354057
|
||||
B0_early_concat,2026,0.5/single,0.16749406682715026,728,0.5906593406593407,0.5343478616835018,0.6554132699966431,0.8629948412784115,0.5779273255314922
|
||||
B0_early_concat,2026,0.5/sync,0.2869043063014706,728,0.6057692307692307,0.5402298406725984,0.6494545936584473,0.8566324340595707,0.5939648586438693
|
||||
B0_early_concat,2026,0.5/partial,0.19417960020144912,728,0.5892857142857143,0.5226659187505066,0.6543736457824707,0.8614206069809918,0.5773399814562676
|
||||
B0_early_concat,2026,0.5/async,0.2674778555592227,728,0.5934065934065934,0.5295882956865473,0.6541514992713928,0.8724610071841917,0.5626896612214186
|
||||
B0_early_concat,2026,0.7/single,0.233161167473855,728,0.5934065934065934,0.532628227109786,0.6483538150787354,0.870265481387598,0.5673644852821225
|
||||
B0_early_concat,2026,0.7/sync,0.4688425032750801,728,0.5961538461538461,0.5301148286882755,0.6787758469581604,0.8906546470660056,0.547949008886643
|
||||
B0_early_concat,2026,0.7/partial,0.3517369377138981,728,0.5782967032967034,0.49990870782827085,0.6650825142860413,0.8827671950876751,0.5543444352742108
|
||||
B0_early_concat,2026,0.7/async,0.43688540417216304,728,0.5714285714285714,0.5025610545542795,0.6675907373428345,0.8872400843457747,0.5422344198391074
|
||||
B0_early_concat,2026,0.3/modality_T,0.05864506749840218,728,0.5947802197802198,0.5351898961754573,0.6460724472999573,0.8546291394157867,0.5876677547086017
|
||||
B0_early_concat,2026,0.3/modality_A,0.05697909847839254,728,0.6167582417582418,0.5662772023588923,0.6368343830108643,0.8410307546655318,0.6118634446955162
|
||||
B0_early_concat,2026,0.3/modality_V,0.05703409792921816,728,0.6126373626373627,0.557729972907977,0.6418033838272095,0.8440729159094172,0.6100584181871076
|
||||
B0_early_concat,2026,0.3/modality_TA,0.10919187418833474,728,0.603021978021978,0.5448842919697842,0.6518500447273254,0.8589307850717696,0.5797191740283412
|
||||
B0_early_concat,2026,0.3/modality_TV,0.11437644408481795,728,0.603021978021978,0.541860535364365,0.6528465151786804,0.8566144821832752,0.588955738533617
|
||||
B0_early_concat,2026,0.3/modality_AV,0.11303721690563862,728,0.6304945054945055,0.5825187723642906,0.6375922560691833,0.8408415788360272,0.612813220807612
|
||||
B0_early_concat,2026,0.3/modality_TAV,0.16956369042443203,728,0.6057692307692307,0.5458579640041461,0.6483514904975891,0.8455093549439832,0.608450763176158
|
||||
B0_early_concat,2026,0.3/location_start_T,0.10048832030833439,728,0.5975274725274725,0.5154262536957387,0.6474388837814331,0.8511553849841474,0.5876055423314643
|
||||
B0_early_concat,2026,0.3/location_middle_T,0.10048832030833439,728,0.5947802197802198,0.5273134273577562,0.651376485824585,0.8531833936108886,0.5919773613751391
|
||||
B0_early_concat,2026,0.3/location_end_T,0.10048832030833439,728,0.5989010989010989,0.5317455371915709,0.6568161845207214,0.8567943666389586,0.5878101230844675
|
||||
B0_early_concat,2026,0.3/span_long_T,0.10048832030833439,728,0.592032967032967,0.5220599876513855,0.6480600833892822,0.8553228036066841,0.5854352052042763
|
||||
B0_early_concat,2026,0.3/span_multi_short_T,0.10048832030833439,728,0.5906593406593407,0.5159900126701303,0.6425683498382568,0.8479485073875213,0.5947492287997942
|
||||
B0_early_concat,2026,0.3/location_start_A,0.10087109490306286,728,0.6126373626373627,0.563729128324724,0.6361474394798279,0.8418471814765383,0.6102622224288402
|
||||
B0_early_concat,2026,0.3/location_middle_A,0.10087109490306286,728,0.6153846153846154,0.5629585797451505,0.6369883418083191,0.8422769120407221,0.6104588818493184
|
||||
B0_early_concat,2026,0.3/location_end_A,0.10087109490306286,728,0.6126373626373627,0.5599234991449159,0.6361879110336304,0.8414413515665965,0.6112857790951658
|
||||
B0_early_concat,2026,0.3/span_long_A,0.10087109490306286,728,0.6181318681318682,0.5672427371505847,0.6351941227912903,0.84013680956134,0.6122003841323984
|
||||
B0_early_concat,2026,0.3/span_multi_short_A,0.10087109490306286,728,0.6126373626373627,0.5600733772344474,0.6348678469657898,0.8409436143236783,0.6113205736925018
|
||||
B0_early_concat,2026,0.3/location_start_V,0.09701596125937247,728,0.6126373626373627,0.5611197593956215,0.64106684923172,0.8454543313788724,0.6088502283110014
|
||||
B0_early_concat,2026,0.3/location_middle_V,0.09701596125937247,728,0.6085164835164835,0.5557324605271149,0.642802894115448,0.8447385930433952,0.6088194139871752
|
||||
B0_early_concat,2026,0.3/location_end_V,0.09701596125937247,728,0.6098901098901099,0.5575133773353141,0.6417749524116516,0.8442896777118307,0.6093391576059886
|
||||
B0_early_concat,2026,0.3/span_long_V,0.09701596125937247,728,0.6181318681318682,0.5667042220475478,0.6411034464836121,0.844152566453742,0.6097178840476188
|
||||
B0_early_concat,2026,0.3/span_multi_short_V,0.09701596125937247,728,0.6153846153846154,0.5651938412949072,0.642799437046051,0.845178842466505,0.6091480103515892
|
||||
B0_early_concat,2026,0.3/synchrony_sync,0.17627119309968198,728,0.6057692307692307,0.5482100254697998,0.6528782844543457,0.8552752759399308,0.5958982611163057
|
||||
B0_early_concat,2026,0.3/synchrony_partial,0.11943882005826376,728,0.6126373626373627,0.5553496423474522,0.6373363137245178,0.8448557143072355,0.5996811452037548
|
||||
B0_early_concat,2026,0.3/synchrony_async,0.16594815654028122,728,0.6208791208791209,0.5618089083713896,0.642960786819458,0.8441256287463826,0.6005135762432049
|
||||
B5_mofe_mlp,42,0.0/none,0.0,728,0.6538461538461539,0.6219292861291515,0.6228764653205872,0.8430840725364007,0.6143991595201629
|
||||
B5_mofe_mlp,42,0.1/single,0.03371342897433643,728,0.6483516483516484,0.6176568539994053,0.6194556951522827,0.8364675392287196,0.6155295037181994
|
||||
B5_mofe_mlp,42,0.1/sync,0.045156406674301666,728,0.646978021978022,0.6131089418994519,0.6230729222297668,0.8388785560201717,0.6141908451088897
|
||||
B5_mofe_mlp,42,0.1/partial,0.040239075593981495,728,0.6524725274725275,0.6193363630301347,0.6241474151611328,0.8379474256065216,0.6137031429539084
|
||||
B5_mofe_mlp,42,0.1/async,0.042147033495012594,728,0.6497252747252747,0.6159992213876729,0.6239848732948303,0.8404273555935142,0.61353036159771
|
||||
B5_mofe_mlp,42,0.3/single,0.10101503353205936,728,0.6373626373626373,0.5985146260620283,0.6270084977149963,0.8386096847780098,0.6054063180216553
|
||||
B5_mofe_mlp,42,0.3/sync,0.15049590345982738,728,0.6414835164835165,0.6040789612486607,0.6249569058418274,0.8408457611521547,0.6049185603235804
|
||||
B5_mofe_mlp,42,0.3/partial,0.11254067775371336,728,0.6304945054945055,0.5891368041469461,0.6224022507667542,0.827918548761029,0.6144819802426599
|
||||
B5_mofe_mlp,42,0.3/async,0.1402331971734938,728,0.6483516483516484,0.6074532789670405,0.6267399191856384,0.8365157435862942,0.60522919392934
|
||||
B5_mofe_mlp,42,0.5/single,0.16749406682715026,728,0.6373626373626373,0.5935685808642579,0.641523003578186,0.8501884503989168,0.5866277942269824
|
||||
B5_mofe_mlp,42,0.5/sync,0.2869043063014706,728,0.6277472527472527,0.5844696109712227,0.6337242722511292,0.8441922476966766,0.5913227359189296
|
||||
B5_mofe_mlp,42,0.5/partial,0.19417960020144912,728,0.6346153846153846,0.5872227018393876,0.6360241174697876,0.8445437900624987,0.5922147321419193
|
||||
B5_mofe_mlp,42,0.5/async,0.2674778555592227,728,0.6071428571428571,0.5548667051067803,0.6596632599830627,0.8709813887997953,0.5530374150565661
|
||||
B5_mofe_mlp,42,0.7/single,0.233161167473855,728,0.6085164835164835,0.5566056168847249,0.6539682149887085,0.8732921417971317,0.5559331721614461
|
||||
B5_mofe_mlp,42,0.7/sync,0.4688425032750801,728,0.6153846153846154,0.5722363903398882,0.6507095694541931,0.8706489761786416,0.5546201796993863
|
||||
B5_mofe_mlp,42,0.7/partial,0.3517369377138981,728,0.6112637362637363,0.5491367242946944,0.649608850479126,0.8622736163821897,0.5674264189655753
|
||||
B5_mofe_mlp,42,0.7/async,0.43688540417216304,728,0.614010989010989,0.5607072922993648,0.6545283794403076,0.8672503886745678,0.5562671204175875
|
||||
B5_mofe_mlp,42,0.3/modality_T,0.05864506749840218,728,0.6373626373626373,0.5968187892381337,0.6317851543426514,0.8464475179199263,0.6006693398835592
|
||||
B5_mofe_mlp,42,0.3/modality_A,0.05697909847839254,728,0.646978021978022,0.6163107544157121,0.6207097768783569,0.838498053196448,0.6142489597323474
|
||||
B5_mofe_mlp,42,0.3/modality_V,0.05703409792921816,728,0.6442307692307693,0.6107151863557211,0.6259862780570984,0.8335144362752684,0.6153024937943374
|
||||
B5_mofe_mlp,42,0.3/modality_TA,0.10919187418833474,728,0.6428571428571429,0.6043780415380584,0.6327931880950928,0.8475631100160345,0.5948025418510873
|
||||
B5_mofe_mlp,42,0.3/modality_TV,0.11437644408481795,728,0.6373626373626373,0.5959482244281312,0.6271441578865051,0.8361193735369933,0.6012465766270015
|
||||
B5_mofe_mlp,42,0.3/modality_AV,0.11303721690563862,728,0.657967032967033,0.6265967365967366,0.6204225420951843,0.8320528842459516,0.6142369587359615
|
||||
B5_mofe_mlp,42,0.3/modality_TAV,0.16956369042443203,728,0.6387362637362637,0.6022829403270885,0.6247004270553589,0.8415388521710019,0.6114450566462162
|
||||
B5_mofe_mlp,42,0.3/location_start_T,0.10048832030833439,728,0.6167582417582418,0.5551944119171176,0.6426858305931091,0.8588827630798264,0.5909442057230415
|
||||
B5_mofe_mlp,42,0.3/location_middle_T,0.10048832030833439,728,0.6277472527472527,0.5816861376992662,0.6292437314987183,0.8380489244291087,0.6084504680158224
|
||||
B5_mofe_mlp,42,0.3/location_end_T,0.10048832030833439,728,0.6291208791208791,0.5828384880080901,0.6327103972434998,0.8456859983335451,0.6009234012556889
|
||||
B5_mofe_mlp,42,0.3/span_long_T,0.10048832030833439,728,0.6181318681318682,0.5606029894245005,0.63385009765625,0.8449191717280062,0.5999291487943097
|
||||
B5_mofe_mlp,42,0.3/span_multi_short_T,0.10048832030833439,728,0.6236263736263736,0.5675871193351786,0.6286787390708923,0.8434076674373588,0.6027067451671214
|
||||
B5_mofe_mlp,42,0.3/location_start_A,0.10087109490306286,728,0.6497252747252747,0.6197366933833278,0.6174412965774536,0.8388514134230686,0.6113825928060521
|
||||
B5_mofe_mlp,42,0.3/location_middle_A,0.10087109490306286,728,0.646978021978022,0.6173225209844928,0.616412878036499,0.8338065393313597,0.6161370673969482
|
||||
B5_mofe_mlp,42,0.3/location_end_A,0.10087109490306286,728,0.646978021978022,0.6165553163133471,0.6158262491226196,0.8313431379297845,0.6183121117147332
|
||||
B5_mofe_mlp,42,0.3/span_long_A,0.10087109490306286,728,0.6483516483516484,0.6173720425147514,0.6175615787506104,0.8363065172492736,0.6136977910950321
|
||||
B5_mofe_mlp,42,0.3/span_multi_short_A,0.10087109490306286,728,0.6524725274725275,0.6230131272943935,0.61532062292099,0.8349310975570658,0.6150409227419862
|
||||
B5_mofe_mlp,42,0.3/location_start_V,0.09701596125937247,728,0.6442307692307693,0.6101387544638678,0.6222208738327026,0.8278320442101604,0.6172869524300535
|
||||
B5_mofe_mlp,42,0.3/location_middle_V,0.09701596125937247,728,0.6442307692307693,0.6093692166419439,0.6222869753837585,0.8253240180231957,0.6206632365514538
|
||||
B5_mofe_mlp,42,0.3/location_end_V,0.09701596125937247,728,0.6414835164835165,0.6068048524614181,0.6223054528236389,0.8262935756209701,0.619957370820794
|
||||
B5_mofe_mlp,42,0.3/span_long_V,0.09701596125937247,728,0.646978021978022,0.6112351316308698,0.622149646282196,0.8255536446935012,0.6199181054653543
|
||||
B5_mofe_mlp,42,0.3/span_multi_short_V,0.09701596125937247,728,0.6428571428571429,0.6082354427182013,0.6236581206321716,0.8262526380234242,0.6195939305316789
|
||||
B5_mofe_mlp,42,0.3/synchrony_sync,0.17627119309968198,728,0.6373626373626373,0.6012358038786352,0.6281257271766663,0.8476797355527455,0.6060950536914038
|
||||
B5_mofe_mlp,42,0.3/synchrony_partial,0.11943882005826376,728,0.6346153846153846,0.5923570448352682,0.6266241669654846,0.8353940676885147,0.6059126232533022
|
||||
B5_mofe_mlp,42,0.3/synchrony_async,0.16594815654028122,728,0.6346153846153846,0.5925850106177974,0.6234601140022278,0.8406986941683526,0.5973964270479869
|
||||
B5_mofe_mlp,3407,0.0/none,0.0,728,0.635989010989011,0.604973907499834,0.6324349641799927,0.838804657884871,0.6151046893704437
|
||||
B5_mofe_mlp,3407,0.1/single,0.03371342897433643,728,0.6373626373626373,0.6048865594071073,0.6280990242958069,0.8329202621621531,0.6151751620920511
|
||||
B5_mofe_mlp,3407,0.1/sync,0.045156406674301666,728,0.6304945054945055,0.5987230879568809,0.6321651935577393,0.8356450719141751,0.6145683643566429
|
||||
B5_mofe_mlp,3407,0.1/partial,0.040239075593981495,728,0.6332417582417582,0.598012204601852,0.6343168616294861,0.836387477516575,0.6110104686409112
|
||||
B5_mofe_mlp,3407,0.1/async,0.042147033495012594,728,0.635989010989011,0.6058945511736596,0.6329501867294312,0.8365664388900896,0.6153538223070723
|
||||
B5_mofe_mlp,3407,0.3/single,0.10101503353205936,728,0.6346153846153846,0.5990035446502852,0.6325004696846008,0.8355625773519788,0.6046990738861794
|
||||
B5_mofe_mlp,3407,0.3/sync,0.15049590345982738,728,0.6304945054945055,0.5957759196211425,0.6371961832046509,0.84088180618401,0.602958316177432
|
||||
B5_mofe_mlp,3407,0.3/partial,0.11254067775371336,728,0.6208791208791209,0.5825165271433349,0.6410707831382751,0.8389358225978112,0.598158496010818
|
||||
B5_mofe_mlp,3407,0.3/async,0.1402331971734938,728,0.6318681318681318,0.5942475648935711,0.6402276158332825,0.839390974198143,0.6007527560377187
|
||||
B5_mofe_mlp,3407,0.5/single,0.16749406682715026,728,0.6332417582417582,0.5948964744967374,0.6464778184890747,0.8446069533500644,0.5901295001763649
|
||||
B5_mofe_mlp,3407,0.5/sync,0.2869043063014706,728,0.6318681318681318,0.5973188250716287,0.6492260694503784,0.8514326854066492,0.5825697846418139
|
||||
B5_mofe_mlp,3407,0.5/partial,0.19417960020144912,728,0.6181318681318682,0.5737695892370467,0.6486934423446655,0.8496342797849444,0.5804087890235984
|
||||
B5_mofe_mlp,3407,0.5/async,0.2674778555592227,728,0.6112637362637363,0.5720071090958225,0.6490155458450317,0.8661096765277796,0.559367928353015
|
||||
B5_mofe_mlp,3407,0.7/single,0.233161167473855,728,0.5975274725274725,0.5517406725325694,0.6459130644798279,0.8581754114801059,0.5724437675509451
|
||||
B5_mofe_mlp,3407,0.7/sync,0.4688425032750801,728,0.5892857142857143,0.552859114928787,0.677151620388031,0.8907122987492757,0.531687592193011
|
||||
B5_mofe_mlp,3407,0.7/partial,0.3517369377138981,728,0.5892857142857143,0.5342811882319379,0.6670288443565369,0.8729558978373072,0.5473239468352531
|
||||
B5_mofe_mlp,3407,0.7/async,0.43688540417216304,728,0.5810439560439561,0.5320545275034573,0.6657702922821045,0.8800158807557013,0.5376864140920043
|
||||
B5_mofe_mlp,3407,0.3/modality_T,0.05864506749840218,728,0.6346153846153846,0.592395637194854,0.6376990079879761,0.8418836438274057,0.5952924527832733
|
||||
B5_mofe_mlp,3407,0.3/modality_A,0.05697909847839254,728,0.6346153846153846,0.6053242660314008,0.631351888179779,0.8380616909298862,0.6145230523563534
|
||||
B5_mofe_mlp,3407,0.3/modality_V,0.05703409792921816,728,0.6387362637362637,0.6076841472669062,0.6331720948219299,0.8356800930832423,0.610946837414197
|
||||
B5_mofe_mlp,3407,0.3/modality_TA,0.10919187418833474,728,0.6208791208791209,0.587877532835486,0.6422289609909058,0.8495119937905492,0.5922293943405987
|
||||
B5_mofe_mlp,3407,0.3/modality_TV,0.11437644408481795,728,0.6332417582417582,0.589795993553472,0.6403915286064148,0.8451140292386135,0.5883170312494674
|
||||
B5_mofe_mlp,3407,0.3/modality_AV,0.11303721690563862,728,0.6277472527472527,0.5986501178019438,0.6302677392959595,0.8346439585295746,0.6170157327095299
|
||||
B5_mofe_mlp,3407,0.3/modality_TAV,0.16956369042443203,728,0.6208791208791209,0.5872355756816936,0.6344102025032043,0.8431307321499237,0.6069219241721779
|
||||
B5_mofe_mlp,3407,0.3/location_start_T,0.10048832030833439,728,0.6208791208791209,0.5691816344789541,0.6474371552467346,0.8457314924808049,0.5877471209842607
|
||||
B5_mofe_mlp,3407,0.3/location_middle_T,0.10048832030833439,728,0.6332417582417582,0.580026202948566,0.6398654580116272,0.8329578308637743,0.602320103267925
|
||||
B5_mofe_mlp,3407,0.3/location_end_T,0.10048832030833439,728,0.6346153846153846,0.5818332297643384,0.6438518762588501,0.8348256140910719,0.6006683747918653
|
||||
B5_mofe_mlp,3407,0.3/span_long_T,0.10048832030833439,728,0.6304945054945055,0.5789449562705777,0.638378918170929,0.839944168119987,0.5929227244179269
|
||||
B5_mofe_mlp,3407,0.3/span_multi_short_T,0.10048832030833439,728,0.635989010989011,0.5830090515689985,0.6403829455375671,0.8377337542318748,0.5959436129993941
|
||||
B5_mofe_mlp,3407,0.3/location_start_A,0.10087109490306286,728,0.6222527472527473,0.5942606106743894,0.6317183375358582,0.8378718803105245,0.6163487843098526
|
||||
B5_mofe_mlp,3407,0.3/location_middle_A,0.10087109490306286,728,0.6332417582417582,0.6041073785131045,0.6293778419494629,0.8342761706281807,0.6171306545936357
|
||||
B5_mofe_mlp,3407,0.3/location_end_A,0.10087109490306286,728,0.635989010989011,0.6045352623195686,0.6293238401412964,0.8329167198828686,0.6180389298373584
|
||||
B5_mofe_mlp,3407,0.3/span_long_A,0.10087109490306286,728,0.6346153846153846,0.6060356885394697,0.6299681067466736,0.8372156941677521,0.614922712649418
|
||||
B5_mofe_mlp,3407,0.3/span_multi_short_A,0.10087109490306286,728,0.625,0.5980538669345082,0.6309807896614075,0.8373939802903236,0.6152266066983048
|
||||
B5_mofe_mlp,3407,0.3/location_start_V,0.09701596125937247,728,0.646978021978022,0.6167710620102839,0.6295149922370911,0.8281255398154749,0.6150683890220531
|
||||
B5_mofe_mlp,3407,0.3/location_middle_V,0.09701596125937247,728,0.6291208791208791,0.5970350664860342,0.6279875040054321,0.8285469923327045,0.6150038375612108
|
||||
B5_mofe_mlp,3407,0.3/location_end_V,0.09701596125937247,728,0.6291208791208791,0.5970350664860342,0.628416121006012,0.8286181007474381,0.6152751252437939
|
||||
B5_mofe_mlp,3407,0.3/span_long_V,0.09701596125937247,728,0.6346153846153846,0.6033920140660455,0.6285055875778198,0.8288092755139251,0.6145346855118451
|
||||
B5_mofe_mlp,3407,0.3/span_multi_short_V,0.09701596125937247,728,0.6373626373626373,0.6050369975450578,0.6291371583938599,0.8286749255438085,0.6143714918917834
|
||||
B5_mofe_mlp,3407,0.3/synchrony_sync,0.17627119309968198,728,0.6236263736263736,0.592557354039046,0.6403738856315613,0.8458653177750385,0.6041630287343566
|
||||
B5_mofe_mlp,3407,0.3/synchrony_partial,0.11943882005826376,728,0.6373626373626373,0.5974215893808968,0.6407806873321533,0.8445428725721186,0.5908264739709724
|
||||
B5_mofe_mlp,3407,0.3/synchrony_async,0.16594815654028122,728,0.6387362637362637,0.6044534328871108,0.6384277939796448,0.8368071907382745,0.6014610241367565
|
||||
B5_mofe_mlp,2026,0.0/none,0.0,728,0.6318681318681318,0.596526187825028,0.6597292423248291,0.8489002293710785,0.6032696127085834
|
||||
B5_mofe_mlp,2026,0.1/single,0.03371342897433643,728,0.6332417582417582,0.5970636969424238,0.6549333333969116,0.84639998483126,0.6035253872373745
|
||||
B5_mofe_mlp,2026,0.1/sync,0.045156406674301666,728,0.6277472527472527,0.5913100989187946,0.6568704843521118,0.8449213938859407,0.603907181971587
|
||||
B5_mofe_mlp,2026,0.1/partial,0.040239075593981495,728,0.6401098901098901,0.6024246836534827,0.6604945659637451,0.8481462530229538,0.6010193432821422
|
||||
B5_mofe_mlp,2026,0.1/async,0.042147033495012594,728,0.6332417582417582,0.5970167867969366,0.6555314660072327,0.8447819862485282,0.6044813102528398
|
||||
B5_mofe_mlp,2026,0.3/single,0.10101503353205936,728,0.6112637362637363,0.5638798050124324,0.6562340259552002,0.8475582224333787,0.5979011819911703
|
||||
B5_mofe_mlp,2026,0.3/sync,0.15049590345982738,728,0.6373626373626373,0.5989757153812737,0.6513807773590088,0.8493299353562517,0.595392891922453
|
||||
B5_mofe_mlp,2026,0.3/partial,0.11254067775371336,728,0.6181318681318682,0.5709193418039654,0.6664141416549683,0.8523418464954076,0.5914931558714205
|
||||
B5_mofe_mlp,2026,0.3/async,0.1402331971734938,728,0.6291208791208791,0.5870988936388463,0.6590703129768372,0.8508121089050296,0.5900941328826028
|
||||
B5_mofe_mlp,2026,0.5/single,0.16749406682715026,728,0.6126373626373627,0.5657169221458677,0.667115330696106,0.8635330523409043,0.5791727571395311
|
||||
B5_mofe_mlp,2026,0.5/sync,0.2869043063014706,728,0.6291208791208791,0.5857551126223407,0.6644048094749451,0.8677120855890653,0.5713612415242764
|
||||
B5_mofe_mlp,2026,0.5/partial,0.19417960020144912,728,0.6071428571428571,0.5531815016401854,0.6734310984611511,0.8739539092129627,0.5636138803720933
|
||||
B5_mofe_mlp,2026,0.5/async,0.2674778555592227,728,0.6002747252747253,0.5462966876593826,0.6667307019233704,0.8750358982896606,0.5594822701935701
|
||||
B5_mofe_mlp,2026,0.7/single,0.233161167473855,728,0.6057692307692307,0.5505603733738087,0.6735425591468811,0.8787421518357899,0.5616953487570775
|
||||
B5_mofe_mlp,2026,0.7/sync,0.4688425032750801,728,0.6332417582417582,0.5849499933341841,0.6716032028198242,0.874264169285277,0.5570492921944442
|
||||
B5_mofe_mlp,2026,0.7/partial,0.3517369377138981,728,0.6043956043956044,0.5413011359929573,0.6734654903411865,0.8867611643860307,0.5492658387339109
|
||||
B5_mofe_mlp,2026,0.7/async,0.43688540417216304,728,0.5824175824175825,0.5164414243555493,0.6856517791748047,0.9007994081729855,0.5242932038005764
|
||||
B5_mofe_mlp,2026,0.3/modality_T,0.05864506749840218,728,0.6291208791208791,0.5851588544385288,0.6609874367713928,0.8549948646993513,0.586805018488965
|
||||
B5_mofe_mlp,2026,0.3/modality_A,0.05697909847839254,728,0.6263736263736264,0.5923935684031888,0.6586064100265503,0.8480335925101825,0.60334875155725
|
||||
B5_mofe_mlp,2026,0.3/modality_V,0.05703409792921816,728,0.6277472527472527,0.5893350885736607,0.665980339050293,0.8524798430579631,0.6000276703946874
|
||||
B5_mofe_mlp,2026,0.3/modality_TA,0.10919187418833474,728,0.6318681318681318,0.587396209053305,0.6626462936401367,0.8586239046697091,0.5775735874993875
|
||||
B5_mofe_mlp,2026,0.3/modality_TV,0.11437644408481795,728,0.6222527472527473,0.5738086078934214,0.6704530119895935,0.866302760610593,0.5774709040224134
|
||||
B5_mofe_mlp,2026,0.3/modality_AV,0.11303721690563862,728,0.625,0.5916277684292892,0.6536700129508972,0.8439307195897752,0.6074596191049758
|
||||
B5_mofe_mlp,2026,0.3/modality_TAV,0.16956369042443203,728,0.6208791208791209,0.5812583811618302,0.6594159007072449,0.849905694610642,0.5970091338142024
|
||||
B5_mofe_mlp,2026,0.3/location_start_T,0.10048832030833439,728,0.6153846153846154,0.5618821946453657,0.6588675379753113,0.8592022115222522,0.5808518864395622
|
||||
B5_mofe_mlp,2026,0.3/location_middle_T,0.10048832030833439,728,0.635989010989011,0.5824702411988757,0.6568567156791687,0.8484010017651692,0.5967801637287061
|
||||
B5_mofe_mlp,2026,0.3/location_end_T,0.10048832030833439,728,0.625,0.5698652866175331,0.6648644208908081,0.8535741441162473,0.5882863910037036
|
||||
B5_mofe_mlp,2026,0.3/span_long_T,0.10048832030833439,728,0.6236263736263736,0.562985436305976,0.6574857831001282,0.8555561177828485,0.5918958078441902
|
||||
B5_mofe_mlp,2026,0.3/span_multi_short_T,0.10048832030833439,728,0.6277472527472527,0.5726133028329055,0.6584722995758057,0.8555951308170282,0.5927028642691361
|
||||
B5_mofe_mlp,2026,0.3/location_start_A,0.10087109490306286,728,0.6318681318681318,0.5946901594150785,0.6520330905914307,0.8433031735725448,0.6073570509720814
|
||||
B5_mofe_mlp,2026,0.3/location_middle_A,0.10087109490306286,728,0.6318681318681318,0.5964427935908233,0.6560055017471313,0.8459685792205899,0.6055766417612172
|
||||
B5_mofe_mlp,2026,0.3/location_end_A,0.10087109490306286,728,0.6304945054945055,0.5954019090935031,0.6567164659500122,0.8454491143527618,0.606308967978668
|
||||
B5_mofe_mlp,2026,0.3/span_long_A,0.10087109490306286,728,0.6346153846153846,0.5984529560616517,0.6542528867721558,0.8456221050542772,0.6045499685036667
|
||||
B5_mofe_mlp,2026,0.3/span_multi_short_A,0.10087109490306286,728,0.6291208791208791,0.5940461219915539,0.652047872543335,0.8438097261553195,0.6066816421615474
|
||||
B5_mofe_mlp,2026,0.3/location_start_V,0.09701596125937247,728,0.625,0.5846195652173912,0.6589953899383545,0.8472817644100747,0.6052728090813515
|
||||
B5_mofe_mlp,2026,0.3/location_middle_V,0.09701596125937247,728,0.6332417582417582,0.5924845794271737,0.6621479392051697,0.8497565832531178,0.604477594980146
|
||||
B5_mofe_mlp,2026,0.3/location_end_V,0.09701596125937247,728,0.635989010989011,0.5966448674232786,0.6628890633583069,0.8499398476690037,0.6041605414076311
|
||||
B5_mofe_mlp,2026,0.3/span_long_V,0.09701596125937247,728,0.6318681318681318,0.5920418130355286,0.6612062454223633,0.8490313438115848,0.6043638943646987
|
||||
B5_mofe_mlp,2026,0.3/span_multi_short_V,0.09701596125937247,728,0.6304945054945055,0.5901013226297688,0.6599566340446472,0.8482730221309799,0.6053465874208716
|
||||
B5_mofe_mlp,2026,0.3/synchrony_sync,0.17627119309968198,728,0.6332417582417582,0.5960026820501673,0.661083996295929,0.85475512137696,0.5907962734135933
|
||||
B5_mofe_mlp,2026,0.3/synchrony_partial,0.11943882005826376,728,0.625,0.5813376007663962,0.6566504836082458,0.8541285149652549,0.5872303717344893
|
||||
B5_mofe_mlp,2026,0.3/synchrony_async,0.16594815654028122,728,0.6346153846153846,0.5921399047232352,0.6548778414726257,0.8516002961616485,0.5907794067608744
|
||||
|
+7
@@ -0,0 +1,7 @@
|
||||
method,seed,n_test,accuracy,macro_f1,mae,rmse,pearson
|
||||
B0_early_concat,42,727,0.6740027510316369,0.5899364073506269,0.6732717752456665,0.8909249051748226,0.650797420132884
|
||||
B0_early_concat,3407,727,0.6616231086657497,0.5828956102942167,0.6562737822532654,0.8698196330495139,0.6629223076526239
|
||||
B0_early_concat,2026,727,0.671251719394773,0.5855120860972955,0.6805484890937805,0.8901024339427269,0.6502357150725873
|
||||
B5_mofe_mlp,42,727,0.6588720770288858,0.5881517532839975,0.6833341121673584,0.8967927556093251,0.6416499042677164
|
||||
B5_mofe_mlp,3407,727,0.6629986244841816,0.5987075270336911,0.6780627965927124,0.8830488445601224,0.6511876181785311
|
||||
B5_mofe_mlp,2026,727,0.6740027510316369,0.6049338687002567,0.6956164836883545,0.9003428945074896,0.6396089629278374
|
||||
|
+6
@@ -0,0 +1,6 @@
|
||||
comparison,metric,delta_mean_over_seeds,bootstrap_ci_2p5,bootstrap_ci_97p5,bootstrap_probability_delta_gt_0,replicates,resampling_unit,paired,seed
|
||||
MoFE-7 + MLP Router minus EarlyConcat + BiGRU,accuracy,-0.003668042182485065,-0.017722402708141464,0.011162107799884273,0.295,1000,source video id,True,20260925
|
||||
MoFE-7 + MLP Router minus EarlyConcat + BiGRU,macro_f1,0.011149681758602092,-0.008115389318624997,0.03215508906599282,0.888,1000,source video id,True,20260925
|
||||
MoFE-7 + MLP Router minus EarlyConcat + BiGRU,mae,0.015639781951904297,0.0053533881902694345,0.027328948676586112,0.998,1000,source video id,True,20260925
|
||||
MoFE-7 + MLP Router minus EarlyConcat + BiGRU,rmse,0.009779174169957994,-0.001325107979073983,0.021876485489001028,0.954,1000,source video id,True,20260925
|
||||
MoFE-7 + MLP Router minus EarlyConcat + BiGRU,pearson,-0.010502985828003353,-0.0207993259194662,-0.0015367106204170408,0.015,1000,source video id,True,20260925
|
||||
|
+11
@@ -0,0 +1,11 @@
|
||||
method,metric,mean,sd_across_seeds
|
||||
B0_early_concat,accuracy,0.6689591930307198,0.006500434148903153
|
||||
B0_early_concat,macro_f1,0.5861147012473796,0.0035588712482642632
|
||||
B0_early_concat,mae,0.6700313488642374,0.01245755274515561
|
||||
B0_early_concat,rmse,0.8836156573890211,0.011954782742238058
|
||||
B0_early_concat,pearson,0.6546518142860317,0.007167961602772788
|
||||
B5_mofe_mlp,accuracy,0.6652911508482348,0.007821514034494262
|
||||
B5_mofe_mlp,macro_f1,0.5972643830059817,0.00848362233805206
|
||||
B5_mofe_mlp,mae,0.6856711308161417,0.009007176293739278
|
||||
B5_mofe_mlp,rmse,0.8933948315589791,0.009134027413164894
|
||||
B5_mofe_mlp,pearson,0.6441488284580283,0.006180597134201404
|
||||
|
@@ -0,0 +1,44 @@
|
||||
{
|
||||
"experiment": "Frozen EarlyConcat vs MoFE-7 evaluation under math/Q2 test protocol",
|
||||
"created_unix": 1790283893.6609955,
|
||||
"device": "cuda",
|
||||
"cuda_device": "NVIDIA GeForce RTX 5070 Ti",
|
||||
"feature_file": "/home/gloamxun/modeling_zhaocui/E\u9898\u6570\u636e/\u9644\u4ef62-\u6570\u636e\u96c6\u7279\u5f81\u6587\u4ef6/aligned_50.pkl",
|
||||
"feature_sha256": "66e867aa74bc70a844e806e5571e371c9abb4a35f9e2887ce9b4d97ff2cb8fcd",
|
||||
"representation": "official aligned_50 ordered positions; not physical-time bins",
|
||||
"train_valid_test_counts": {
|
||||
"train": 3395,
|
||||
"valid": 728,
|
||||
"test": 727
|
||||
},
|
||||
"source_video_groups": {
|
||||
"train": 1528,
|
||||
"valid": 239,
|
||||
"test": 381
|
||||
},
|
||||
"official_group_splits_disjoint": true,
|
||||
"test_evaluation": "test outputs preserved from the earlier single evaluation; no test prediction was rerun",
|
||||
"test_prediction_performed_this_invocation": false,
|
||||
"seeds": [
|
||||
42,
|
||||
3407,
|
||||
2026
|
||||
],
|
||||
"checkpoint_source": "/home/gloamxun/modeling_zhaocui/deep_learning/Q2/outputs/followups/R01_selected_model_reevaluation/models",
|
||||
"train_only_scaler": "/home/gloamxun/modeling_zhaocui/deep_learning/Q2/outputs/followups/R01_selected_model_reevaluation/aligned_robust_stats.npz",
|
||||
"scaler_max_abs_difference_from_train_refit": 0.0,
|
||||
"test_labels_used_for_training_or_selection": false,
|
||||
"controlled_missingness": {
|
||||
"scenario_seed": 20261833,
|
||||
"scenario_design": "math/Q2 42-scenario design regenerated on the Q2 models' BERT attention-mask base",
|
||||
"scenarios": 42,
|
||||
"AURC": "normalized trapezoidal area of MAE over realized equal-modality-weighted added missing rate, at 0/.1/.3/.5/.7 for single/sync/partial/async"
|
||||
},
|
||||
"bootstrap": {
|
||||
"replicates": 1000,
|
||||
"test_seed": 20260925,
|
||||
"aurc_seed": 20260926,
|
||||
"unit": "source video id",
|
||||
"paired": true
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,73 @@
|
||||
# Q2 retraining under the math/Q2 V2 evaluation protocol
|
||||
|
||||
## Protocol
|
||||
|
||||
- Official Attachment 2 split: 3,395 train / 728 validation / 727 test samples; source-video groups are disjoint.
|
||||
- Seed: `20260924`, matching the math/Q2 run.
|
||||
- Both models were retrained from scratch with the same train-only median/MAD scaler, training masks, batch order, optimizer, and joint objective.
|
||||
- Training masks use contiguous spans at rates 0%, 10%, 30%, 50%, and 70%, with `single`, `sync`, `partial`, or `async` patterns. At least 20% of originally observed positions are retained in each selected modality.
|
||||
- AdamW: learning rate `3e-4`, weight decay `1e-3`, batch size 64, maximum 12 epochs, early-stopping patience 3.
|
||||
- Checkpoint selection uses the mean validation `CE + 0.5 × SmoothL1` over `0.0/none`, `0.3/single`, `0.3/sync`, and `0.5/async`. Both models selected epoch 3.
|
||||
- The official test set was evaluated once, after checkpoint selection, on its clean observation masks. No test label was used for fitting or selection.
|
||||
- The 42 controlled missingness scenarios and AURC-MAE were evaluated on validation data. Confidence intervals use 1,000 paired bootstrap resamples of source-video groups.
|
||||
|
||||
The existing deterministic model heads and joint CE + SmoothL1 objective were retained. The math/Q2 C5 probabilistic Beta-mixture loss cannot be applied to these two architectures without changing the models. Thus the split, missingness, checkpoint discipline, and test metrics follow the math/Q2 protocol, while the training objective is the existing Q2 objective.
|
||||
|
||||
## Official test results
|
||||
|
||||
| Model | Accuracy ↑ | Macro-F1 ↑ | MAE ↓ | RMSE ↓ | Pearson ↑ |
|
||||
|---|---:|---:|---:|---:|---:|
|
||||
| EarlyConcat + BiGRU | 0.6740 | **0.6157** | **0.6624** | **0.8897** | **0.6585** |
|
||||
| MoFE-7 + MLP Router | **0.6795** | 0.6049 | 0.6761 | 0.8980 | 0.6427 |
|
||||
|
||||
Paired bootstrap differences are `MoFE-7 − EarlyConcat`; all 95% intervals include zero.
|
||||
|
||||
| Metric | Difference | 95% source-video bootstrap interval |
|
||||
|---|---:|---:|
|
||||
| Accuracy | +0.0055 | [-0.0259, +0.0339] |
|
||||
| Macro-F1 | -0.0109 | [-0.0475, +0.0216] |
|
||||
| MAE | +0.0137 | [-0.0065, +0.0353] |
|
||||
| RMSE | +0.0083 | [-0.0150, +0.0327] |
|
||||
| Pearson | -0.0159 | [-0.0323, +0.0013] |
|
||||
|
||||
The point estimates favor EarlyConcat on Macro-F1 and regression metrics; MoFE-7 has slightly higher Accuracy. The group-bootstrap intervals do not establish a clear difference on this single-seed run.
|
||||
|
||||
## Validation missingness results
|
||||
|
||||
Unweighted averages over the 41 non-clean rows of the 42-scenario audit are supplementary summaries; they are not the AURC statistic.
|
||||
|
||||
| Model | Clean Macro-F1 | Mean Macro-F1 over 41 masked scenarios | Worst masked scenario Macro-F1 | Mean MAE over 41 masked scenarios |
|
||||
|---|---:|---:|---:|---:|
|
||||
| EarlyConcat + BiGRU | **0.5746** | **0.5655** | **0.5289** (`0.3/location_start_T`) | **0.6371** |
|
||||
| MoFE-7 + MLP Router | 0.5626 | 0.5513 | 0.5048 (`0.7/partial`) | 0.6453 |
|
||||
|
||||
| 42-scenario AURC-MAE mode | EarlyConcat | MoFE-7 | MoFE-7 − EarlyConcat (95% group-bootstrap interval) |
|
||||
|---|---:|---:|---:|
|
||||
| Single | **0.6379** | 0.6494 | +0.0115 [-0.0082, +0.0302] |
|
||||
| Sync | **0.6387** | 0.6461 | +0.0074 [-0.0120, +0.0250] |
|
||||
| Partial | **0.6420** | 0.6527 | +0.0107 [-0.0087, +0.0285] |
|
||||
| Async | **0.6409** | 0.6527 | +0.0119 [-0.0062, +0.0289] |
|
||||
|
||||
Lower AURC-MAE is better. EarlyConcat has the lower point estimate in all four modes; each interval crosses zero.
|
||||
|
||||
At 30% modality-specific missingness:
|
||||
|
||||
| Scenario | EarlyConcat Macro-F1 / MAE | MoFE-7 Macro-F1 / MAE |
|
||||
|---|---:|---:|
|
||||
| Text only | 0.5462 / 0.6386 | 0.5455 / 0.6477 |
|
||||
| Audio + Vision | 0.5817 / 0.6326 | 0.5620 / 0.6350 |
|
||||
| All modalities | 0.5693 / 0.6352 | 0.5617 / 0.6421 |
|
||||
|
||||
## Reading the result
|
||||
|
||||
Under this retraining run, EarlyConcat is the stronger overall choice by Macro-F1, MAE, Pearson, mean masked-scenario metrics, and all four AURC-MAE point estimates. MoFE-7's small Accuracy advantage is uncertain. Because this is one seed, the results should be read as a protocol-matched run rather than a multi-seed stability estimate.
|
||||
|
||||
The math/Q2 report's C5 test result (Accuracy 0.6740, Macro-F1 0.5861, MAE 0.6980, RMSE 0.9674, Pearson 0.6300) is included only as context: C5 has a different probabilistic output head and loss, so it is not a like-for-like architecture comparison.
|
||||
|
||||
## Artifacts
|
||||
|
||||
- `run_manifest.json`: data, split, training, validation, test, and bootstrap protocol.
|
||||
- `official_test_metrics_by_seed.csv`, `official_test_paired_bootstrap.csv`: final test metrics and paired group intervals.
|
||||
- `controlled_metrics_by_scenario.csv`, `aurc_mae_by_mode_seed.csv`, `aurc_mae_paired_bootstrap.csv`: controlled validation evaluation.
|
||||
- `training_history.csv`, `training_mask_distribution.csv`, `parameter_count.csv`: training diagnostics.
|
||||
- `models/`: selected checkpoints and per-model histories.
|
||||
BIN
Binary file not shown.
+9
@@ -0,0 +1,9 @@
|
||||
method,seed,mask_mode,aurc_mae,rates_realized
|
||||
B0_early_concat,20260924,single,0.6378559862834174,"[0.0, 0.03371342897433643, 0.10101503353205936, 0.16749406682715026, 0.233161167473855]"
|
||||
B0_early_concat,20260924,sync,0.6387340663515244,"[0.0, 0.045156406674301666, 0.15049590345982738, 0.2869043063014706, 0.4688425032750801]"
|
||||
B0_early_concat,20260924,partial,0.6419565330457959,"[0.0, 0.040239075593981495, 0.11254067775371336, 0.19417960020144912, 0.3517369377138981]"
|
||||
B0_early_concat,20260924,async,0.6408780951419853,"[0.0, 0.042147033495012594, 0.1402331971734938, 0.2674778555592227, 0.43688540417216304]"
|
||||
B5_mofe_mlp,20260924,single,0.6493678370419695,"[0.0, 0.03371342897433643, 0.10101503353205936, 0.16749406682715026, 0.233161167473855]"
|
||||
B5_mofe_mlp,20260924,sync,0.6461235184522032,"[0.0, 0.045156406674301666, 0.15049590345982738, 0.2869043063014706, 0.4688425032750801]"
|
||||
B5_mofe_mlp,20260924,partial,0.6526607283449438,"[0.0, 0.040239075593981495, 0.11254067775371336, 0.19417960020144912, 0.3517369377138981]"
|
||||
B5_mofe_mlp,20260924,async,0.6527283697618514,"[0.0, 0.042147033495012594, 0.1402331971734938, 0.2674778555592227, 0.43688540417216304]"
|
||||
|
+5
@@ -0,0 +1,5 @@
|
||||
mask_mode,delta_aurc_mae_mofe_minus_earlyconcat,bootstrap_ci_2p5,bootstrap_ci_97p5,bootstrap_probability_delta_lt_0,replicates,resampling_unit,paired,seed
|
||||
single,0.0115118507585521,-0.008162294605830693,0.0301810704036703,0.147,1000,source video id,True,20260926
|
||||
sync,0.007389452100678762,-0.011956058947051679,0.024951573659996493,0.259,1000,source video id,True,20260926
|
||||
partial,0.0107041952991479,-0.008660331894343192,0.028507998549019406,0.161,1000,source video id,True,20260926
|
||||
async,0.011850274619866097,-0.006150395373279235,0.028900548840914045,0.115,1000,source video id,True,20260926
|
||||
|
+85
@@ -0,0 +1,85 @@
|
||||
method,seed,scenario,realized_additional_global_rate,n_valid,accuracy,macro_f1,mae,rmse,pearson
|
||||
B0_early_concat,20260924,0.0/none,0.0,728,0.6153846153846154,0.5746473167631652,0.6343159675598145,0.8547929855610467,0.6094602929761117
|
||||
B0_early_concat,20260924,0.1/single,0.03371342897433643,728,0.6085164835164835,0.5664719454034405,0.6328904032707214,0.85180821504718,0.6094495047174566
|
||||
B0_early_concat,20260924,0.1/sync,0.045156406674301666,728,0.6098901098901099,0.572216012695813,0.6333207488059998,0.8524984763011572,0.6076810890989575
|
||||
B0_early_concat,20260924,0.1/partial,0.040239075593981495,728,0.6112637362637363,0.5706507860891473,0.6365461945533752,0.8541368192404588,0.6058859344866191
|
||||
B0_early_concat,20260924,0.1/async,0.042147033495012594,728,0.6181318681318682,0.57972935597245,0.6354024410247803,0.852031893370522,0.6096049530317527
|
||||
B0_early_concat,20260924,0.3/single,0.10101503353205936,728,0.614010989010989,0.574220027013609,0.6334993839263916,0.854360969277559,0.6003605729983688
|
||||
B0_early_concat,20260924,0.3/sync,0.15049590345982738,728,0.6167582417582418,0.5730892523600383,0.630831241607666,0.8516494286640907,0.6037950917057342
|
||||
B0_early_concat,20260924,0.3/partial,0.11254067775371336,728,0.5961538461538461,0.5524892450018223,0.6370627880096436,0.8509616306790629,0.5979238186423941
|
||||
B0_early_concat,20260924,0.3/async,0.1402331971734938,728,0.6112637362637363,0.5642957517004324,0.6346827745437622,0.8484940848967643,0.6016212338363784
|
||||
B0_early_concat,20260924,0.5/single,0.16749406682715026,728,0.6085164835164835,0.5670184055357302,0.641832172870636,0.8632332628816644,0.584865558206941
|
||||
B0_early_concat,20260924,0.5/sync,0.2869043063014706,728,0.6167582417582418,0.5778898483774816,0.6371996998786926,0.8516882007461904,0.5924273843364904
|
||||
B0_early_concat,20260924,0.5/partial,0.19417960020144912,728,0.6043956043956044,0.5555283579204368,0.6441753506660461,0.8556262354706008,0.58203768440478
|
||||
B0_early_concat,20260924,0.5/async,0.2674778555592227,728,0.6016483516483516,0.5562522166489335,0.6466042995452881,0.8691973721270065,0.5700682850933873
|
||||
B0_early_concat,20260924,0.7/single,0.233161167473855,728,0.5947802197802198,0.5485981680163076,0.6481859087944031,0.8809218965997698,0.5635469635745481
|
||||
B0_early_concat,20260924,0.7/sync,0.4688425032750801,728,0.5989010989010989,0.5626788755858914,0.6574939489364624,0.8839283533082283,0.5530534634060382
|
||||
B0_early_concat,20260924,0.7/partial,0.3517369377138981,728,0.5865384615384616,0.5362416499854459,0.649185299873352,0.8699182696154274,0.5583734809756835
|
||||
B0_early_concat,20260924,0.7/async,0.43688540417216304,728,0.5906593406593407,0.5452478413289441,0.6452565789222717,0.8735732640099089,0.5557409742879581
|
||||
B0_early_concat,20260924,0.3/modality_T,0.05864506749840218,728,0.5934065934065934,0.5462207369967149,0.6385592818260193,0.8588612841667281,0.5881575690894479
|
||||
B0_early_concat,20260924,0.3/modality_A,0.05697909847839254,728,0.6195054945054945,0.5811293545443177,0.6334327459335327,0.8554246446919079,0.6094268235049153
|
||||
B0_early_concat,20260924,0.3/modality_V,0.05703409792921816,728,0.6085164835164835,0.5686488097327915,0.6339969038963318,0.8540853174750868,0.6090671394991262
|
||||
B0_early_concat,20260924,0.3/modality_TA,0.10919187418833474,728,0.6071428571428571,0.5602184289914843,0.6519798636436462,0.8699653056231473,0.5768200282380198
|
||||
B0_early_concat,20260924,0.3/modality_TV,0.11437644408481795,728,0.6016483516483516,0.5551175139246832,0.6393751502037048,0.8553959366977271,0.586114371400815
|
||||
B0_early_concat,20260924,0.3/modality_AV,0.11303721690563862,728,0.6181318681318682,0.5816591704230339,0.6326149702072144,0.849950156433407,0.6139148157800808
|
||||
B0_early_concat,20260924,0.3/modality_TAV,0.16956369042443203,728,0.6098901098901099,0.5693316484741863,0.635162353515625,0.8552724883114987,0.603834533975782
|
||||
B0_early_concat,20260924,0.3/location_start_T,0.10048832030833439,728,0.592032967032967,0.5289423490769057,0.6485703587532043,0.8620428808968518,0.58162843015804
|
||||
B0_early_concat,20260924,0.3/location_middle_T,0.10048832030833439,728,0.603021978021978,0.5536695658136993,0.6376606822013855,0.8514152889573482,0.5897726128244986
|
||||
B0_early_concat,20260924,0.3/location_end_T,0.10048832030833439,728,0.6043956043956044,0.5556056212627483,0.6402567625045776,0.8542722582486372,0.5891006734385348
|
||||
B0_early_concat,20260924,0.3/span_long_T,0.10048832030833439,728,0.5989010989010989,0.5420906602882528,0.6381194591522217,0.8522570166440261,0.5853301068267182
|
||||
B0_early_concat,20260924,0.3/span_multi_short_T,0.10048832030833439,728,0.5975274725274725,0.5440495562446782,0.6356171369552612,0.8507890951392163,0.5876002847201148
|
||||
B0_early_concat,20260924,0.3/location_start_A,0.10087109490306286,728,0.6167582417582418,0.5812912542814239,0.6293162107467651,0.8535272872442308,0.6114908900853474
|
||||
B0_early_concat,20260924,0.3/location_middle_A,0.10087109490306286,728,0.625,0.5898724710749466,0.6324224472045898,0.8539363426497163,0.6110184042952445
|
||||
B0_early_concat,20260924,0.3/location_end_A,0.10087109490306286,728,0.6263736263736264,0.5905371029206817,0.6318912506103516,0.8519847767795174,0.6123387287503104
|
||||
B0_early_concat,20260924,0.3/span_long_A,0.10087109490306286,728,0.6181318681318682,0.583726857007959,0.6294587254524231,0.8517886220306001,0.6128556406770401
|
||||
B0_early_concat,20260924,0.3/span_multi_short_A,0.10087109490306286,728,0.6126373626373627,0.5775040835891835,0.6295161247253418,0.8519002262223094,0.6129813734377794
|
||||
B0_early_concat,20260924,0.3/location_start_V,0.09701596125937247,728,0.6167582417582418,0.5784311415271869,0.6317656636238098,0.8524039774314564,0.6094092868851544
|
||||
B0_early_concat,20260924,0.3/location_middle_V,0.09701596125937247,728,0.6126373626373627,0.5758902475296572,0.6318002343177795,0.8514377607625061,0.6102280937754011
|
||||
B0_early_concat,20260924,0.3/location_end_V,0.09701596125937247,728,0.6085164835164835,0.5710858841987924,0.6308775544166565,0.8521441651682452,0.6096283880242306
|
||||
B0_early_concat,20260924,0.3/span_long_V,0.09701596125937247,728,0.6098901098901099,0.5712207484964352,0.6293761730194092,0.8494720698811937,0.6119813338293026
|
||||
B0_early_concat,20260924,0.3/span_multi_short_V,0.09701596125937247,728,0.6112637362637363,0.5724471470092743,0.6319549083709717,0.8523396436835378,0.609626822827826
|
||||
B0_early_concat,20260924,0.3/synchrony_sync,0.17627119309968198,728,0.6071428571428571,0.5695955472926512,0.6377636194229126,0.8563529196373093,0.6014507911006194
|
||||
B0_early_concat,20260924,0.3/synchrony_partial,0.11943882005826376,728,0.614010989010989,0.5684426287766249,0.637352466583252,0.8497644743263203,0.5966725971941069
|
||||
B0_early_concat,20260924,0.3/synchrony_async,0.16594815654028122,728,0.6126373626373627,0.5674224398503759,0.6281272768974304,0.8457619380102747,0.6032017513238488
|
||||
B5_mofe_mlp,20260924,0.0/none,0.0,728,0.6057692307692307,0.5626447626447627,0.6368198394775391,0.8559372894743668,0.6043374371906683
|
||||
B5_mofe_mlp,20260924,0.1/single,0.03371342897433643,728,0.603021978021978,0.5577024380655372,0.6354461312294006,0.8543030622177138,0.6043309492398073
|
||||
B5_mofe_mlp,20260924,0.1/sync,0.045156406674301666,728,0.6016483516483516,0.5578604237235317,0.6360094547271729,0.8566200486967864,0.6013163340141866
|
||||
B5_mofe_mlp,20260924,0.1/partial,0.040239075593981495,728,0.6043956043956044,0.5556321720066021,0.6396713852882385,0.8584938039739364,0.6010106097514567
|
||||
B5_mofe_mlp,20260924,0.1/async,0.042147033495012594,728,0.6016483516483516,0.5565284878755451,0.6399586200714111,0.8586023845707027,0.6003751700281593
|
||||
B5_mofe_mlp,20260924,0.3/single,0.10101503353205936,728,0.6016483516483516,0.541701381711408,0.6420438289642334,0.8560677438828654,0.6001244469401612
|
||||
B5_mofe_mlp,20260924,0.3/sync,0.15049590345982738,728,0.614010989010989,0.5693500431359637,0.6388541460037231,0.855140553404774,0.6004973824912962
|
||||
B5_mofe_mlp,20260924,0.3/partial,0.11254067775371336,728,0.6002747252747253,0.539363851343671,0.6399300694465637,0.852451385499069,0.600576671641639
|
||||
B5_mofe_mlp,20260924,0.3/async,0.1402331971734938,728,0.6112637362637363,0.5574919295976676,0.6433636546134949,0.8590869073880102,0.5949047660811583
|
||||
B5_mofe_mlp,20260924,0.5/single,0.16749406682715026,728,0.6153846153846154,0.5586891334012748,0.6575657725334167,0.8704040602456963,0.5845020723393936
|
||||
B5_mofe_mlp,20260924,0.5/sync,0.2869043063014706,728,0.6236263736263736,0.5743149665205417,0.6494404673576355,0.861759830163145,0.5863964302751469
|
||||
B5_mofe_mlp,20260924,0.5/partial,0.19417960020144912,728,0.6071428571428571,0.5355878409861167,0.6588982939720154,0.8727261767123125,0.5771476109647259
|
||||
B5_mofe_mlp,20260924,0.5/async,0.2674778555592227,728,0.6071428571428571,0.5480764166366612,0.6661632657051086,0.8843453864002215,0.5607269390754831
|
||||
B5_mofe_mlp,20260924,0.7/single,0.233161167473855,728,0.5975274725274725,0.5338090526934354,0.6756492257118225,0.8963052076097996,0.5586007231842708
|
||||
B5_mofe_mlp,20260924,0.7/sync,0.4688425032750801,728,0.6085164835164835,0.565745648642757,0.6606540679931641,0.8915316333902972,0.5541614851997242
|
||||
B5_mofe_mlp,20260924,0.7/partial,0.3517369377138981,728,0.5879120879120879,0.5047590693139797,0.6689532995223999,0.8808325448358977,0.5652797535160367
|
||||
B5_mofe_mlp,20260924,0.7/async,0.43688540417216304,728,0.592032967032967,0.5358739987222959,0.6561869382858276,0.8794836563621672,0.5588249328667847
|
||||
B5_mofe_mlp,20260924,0.3/modality_T,0.05864506749840218,728,0.6057692307692307,0.5454628701133298,0.6476889252662659,0.8713019083833805,0.5849661557179732
|
||||
B5_mofe_mlp,20260924,0.3/modality_A,0.05697909847839254,728,0.6098901098901099,0.5668229481750353,0.6372511386871338,0.8576914509064657,0.6038199443939388
|
||||
B5_mofe_mlp,20260924,0.3/modality_V,0.05703409792921816,728,0.6085164835164835,0.5658571865320935,0.635873556137085,0.8509052084722697,0.6033888741448421
|
||||
B5_mofe_mlp,20260924,0.3/modality_TA,0.10919187418833474,728,0.6085164835164835,0.551328601397119,0.6482953429222107,0.8684097474486374,0.5835353299125547
|
||||
B5_mofe_mlp,20260924,0.3/modality_TV,0.11437644408481795,728,0.6098901098901099,0.5553867994131184,0.6396345496177673,0.8586720452609139,0.587121236120106
|
||||
B5_mofe_mlp,20260924,0.3/modality_AV,0.11303721690563862,728,0.603021978021978,0.5619825935453588,0.6350018382072449,0.8494499320015197,0.60596049079492
|
||||
B5_mofe_mlp,20260924,0.3/modality_TAV,0.16956369042443203,728,0.6043956043956044,0.5616850220473674,0.6421029567718506,0.8664177923921365,0.5936093549207478
|
||||
B5_mofe_mlp,20260924,0.3/location_start_T,0.10048832030833439,728,0.5824175824175825,0.5074646922437304,0.6651872396469116,0.8883185050888599,0.5708209590446683
|
||||
B5_mofe_mlp,20260924,0.3/location_middle_T,0.10048832030833439,728,0.6071428571428571,0.5255359991732577,0.6560966968536377,0.8699031271111219,0.5868176227041925
|
||||
B5_mofe_mlp,20260924,0.3/location_end_T,0.10048832030833439,728,0.6071428571428571,0.5241847210214233,0.6566184759140015,0.8703728673739797,0.5880970537326943
|
||||
B5_mofe_mlp,20260924,0.3/span_long_T,0.10048832030833439,728,0.592032967032967,0.5179866041214112,0.6569079756736755,0.8722153699980981,0.5832300823948291
|
||||
B5_mofe_mlp,20260924,0.3/span_multi_short_T,0.10048832030833439,728,0.5975274725274725,0.5217755256072807,0.6542142033576965,0.8695648872333397,0.5861358594281869
|
||||
B5_mofe_mlp,20260924,0.3/location_start_A,0.10087109490306286,728,0.6153846153846154,0.5693105809612327,0.6393567323684692,0.8605473930921826,0.6030681972111498
|
||||
B5_mofe_mlp,20260924,0.3/location_middle_A,0.10087109490306286,728,0.6002747252747253,0.551121695858538,0.6374183297157288,0.8570439020438321,0.6040473734185878
|
||||
B5_mofe_mlp,20260924,0.3/location_end_A,0.10087109490306286,728,0.6043956043956044,0.5553975345642012,0.6361827850341797,0.8545916515771931,0.6057378355308779
|
||||
B5_mofe_mlp,20260924,0.3/span_long_A,0.10087109490306286,728,0.6071428571428571,0.5568552904967875,0.6383994817733765,0.8585218529627641,0.603334225974666
|
||||
B5_mofe_mlp,20260924,0.3/span_multi_short_A,0.10087109490306286,728,0.6085164835164835,0.5639201931530282,0.6405740976333618,0.8599686392899067,0.6018797003793258
|
||||
B5_mofe_mlp,20260924,0.3/location_start_V,0.09701596125937247,728,0.614010989010989,0.5706553787814322,0.6286044120788574,0.843568535117206,0.607697827670399
|
||||
B5_mofe_mlp,20260924,0.3/location_middle_V,0.09701596125937247,728,0.6057692307692307,0.5625629140502925,0.631475567817688,0.8447082164734656,0.6066031598751728
|
||||
B5_mofe_mlp,20260924,0.3/location_end_V,0.09701596125937247,728,0.6016483516483516,0.5591251566861323,0.6326090097427368,0.8460766185600626,0.6050984837070122
|
||||
B5_mofe_mlp,20260924,0.3/span_long_V,0.09701596125937247,728,0.6153846153846154,0.5732705025992542,0.629095733165741,0.8440032861383474,0.6077357791248426
|
||||
B5_mofe_mlp,20260924,0.3/span_multi_short_V,0.09701596125937247,728,0.6098901098901099,0.5658045462820314,0.6311919093132019,0.8445015138936631,0.6068331137272684
|
||||
B5_mofe_mlp,20260924,0.3/synchrony_sync,0.17627119309968198,728,0.6085164835164835,0.5675933141063153,0.6438319683074951,0.8657874068623187,0.5957094024638004
|
||||
B5_mofe_mlp,20260924,0.3/synchrony_partial,0.11943882005826376,728,0.6057692307692307,0.542036764873725,0.6417625546455383,0.8593849528343224,0.5939879772923478
|
||||
B5_mofe_mlp,20260924,0.3/synchrony_async,0.16594815654028122,728,0.6153846153846154,0.5670250898329069,0.6416157484054565,0.859539120348063,0.5924952604080301
|
||||
|
@@ -0,0 +1,13 @@
|
||||
# R03: 按 math/Q2 V2 口径重训两种保留模型
|
||||
|
||||
## 假设
|
||||
|
||||
在保持 EarlyConcat + BiGRU 与 MoFE-7 + MLP Router 结构及共同监督目标不变的情况下，使用数学方案中的官方划分、连续块缺失训练和 42 个固定验证情景，可以公平比较两种模型的干净测试表现与缺失鲁棒性。
|
||||
|
||||
## 唯一实验改动
|
||||
|
||||
相对现有检查点，本轮重新训练时将缺失训练改为 0/10/30/50/70% 与 single/sync/partial/async，每个被选模态至少保留 20% 观测；训练和批次顺序在两个模型间配对。数学方案中的 C5 概率损失不适用于现有确定性分类/回归头，因此保留项目既有的 CE + 0.5 SmoothL1 联合目标。
|
||||
|
||||
## 数据使用
|
||||
|
||||
标准化器只在官方训练集观测行上拟合；官方验证集只用于早停与缺失评估；官方测试集在全部检查点确定后做一次干净评估。
|
||||
BIN
Binary file not shown.
+7
@@ -0,0 +1,7 @@
|
||||
method,seed,epoch,train_loss,valid_selection_loss,valid_clean_loss
|
||||
B0_early_concat,20260924,1,1.0061404870616064,0.9110350304252499,0.9014195590228825
|
||||
B0_early_concat,20260924,2,0.8046501874923706,0.889426393004564,0.8862256545286912
|
||||
B0_early_concat,20260924,3,0.7282454095504902,0.8806566258708199,0.8769266769126222
|
||||
B0_early_concat,20260924,4,0.6743332914732121,0.9174083739846618,0.9197112072955121
|
||||
B0_early_concat,20260924,5,0.6134337760784008,0.9341701424711354,0.9390361531750187
|
||||
B0_early_concat,20260924,6,0.558312753284419,1.000857290330824,1.0128365755081177
|
||||
|
BIN
Binary file not shown.
+7
@@ -0,0 +1,7 @@
|
||||
method,seed,epoch,train_loss,valid_selection_loss,valid_clean_loss
|
||||
B5_mofe_mlp,20260924,1,1.0217058570296675,0.9436172379569692,0.9375626621665535
|
||||
B5_mofe_mlp,20260924,2,0.8520832823382484,0.9506990911213906,0.952043721964071
|
||||
B5_mofe_mlp,20260924,3,0.8015031770423606,0.8901680516345161,0.887631527015141
|
||||
B5_mofe_mlp,20260924,4,0.7390829468214953,0.9029482278850052,0.9031652598590642
|
||||
B5_mofe_mlp,20260924,5,0.6777735639501501,0.9294115293484467,0.9311579852313786
|
||||
B5_mofe_mlp,20260924,6,0.6290948126051161,0.9776710203060737,0.9763853563057198
|
||||
|
+3
@@ -0,0 +1,3 @@
|
||||
method,seed,best_epoch,n_test,accuracy,macro_f1,mae,rmse,pearson
|
||||
B0_early_concat,20260924,3,727,0.6740027510316369,0.6157432417472255,0.6623634099960327,0.8897308076984263,0.6585211684420424
|
||||
B5_mofe_mlp,20260924,3,727,0.6795048143053645,0.6048829559870884,0.6760958433151245,0.8979946869648381,0.6426699367924718
|
||||
|
+6
@@ -0,0 +1,6 @@
|
||||
comparison,metric,delta,bootstrap_ci_2p5,bootstrap_ci_97p5,bootstrap_probability_delta_gt_0,replicates,resampling_unit,paired,seed
|
||||
B5_mofe_mlp minus B0_early_concat,accuracy,0.005502063273727598,-0.02588999712195796,0.03394678025644185,0.617,1000,source video id,True,20260925
|
||||
B5_mofe_mlp minus B0_early_concat,macro_f1,-0.01086028576013709,-0.04748880693804554,0.021613230578814074,0.251,1000,source video id,True,20260925
|
||||
B5_mofe_mlp minus B0_early_concat,mae,0.013732433319091797,-0.006543658673763275,0.0352545291185379,0.916,1000,source video id,True,20260925
|
||||
B5_mofe_mlp minus B0_early_concat,rmse,0.008263879266411811,-0.01499332646297088,0.03268860651949909,0.762,1000,source video id,True,20260925
|
||||
B5_mofe_mlp minus B0_early_concat,pearson,-0.015851231649570696,-0.032304558903424575,0.0012594110305533422,0.036,1000,source video id,True,20260925
|
||||
|
+11
@@ -0,0 +1,11 @@
|
||||
method,metric,mean,sd_across_seeds,n_seeds
|
||||
B0_early_concat,accuracy,0.6740027510316369,0.0,1
|
||||
B0_early_concat,macro_f1,0.6157432417472255,0.0,1
|
||||
B0_early_concat,mae,0.6623634099960327,0.0,1
|
||||
B0_early_concat,rmse,0.8897308076984263,0.0,1
|
||||
B0_early_concat,pearson,0.6585211684420424,0.0,1
|
||||
B5_mofe_mlp,accuracy,0.6795048143053645,0.0,1
|
||||
B5_mofe_mlp,macro_f1,0.6048829559870884,0.0,1
|
||||
B5_mofe_mlp,mae,0.6760958433151245,0.0,1
|
||||
B5_mofe_mlp,rmse,0.8979946869648381,0.0,1
|
||||
B5_mofe_mlp,pearson,0.6426699367924718,0.0,1
|
||||
|
@@ -0,0 +1,3 @@
|
||||
method,parameters_total,parameters_trainable,best_epoch
|
||||
B0_early_concat,253124,253124,3
|
||||
B5_mofe_mlp,306523,306523,3
|
||||
|
@@ -0,0 +1,87 @@
|
||||
{
|
||||
"experiment": "Retrained EarlyConcat and MoFE-7 + MLP Router using math/Q2 V2-compatible protocol",
|
||||
"created_unix": 1790293163.7924957,
|
||||
"device": "cuda",
|
||||
"cuda_device": "NVIDIA GeForce RTX 5070 Ti",
|
||||
"feature_file": "/home/gloamxun/modeling_zhaocui/E\u9898\u6570\u636e/\u9644\u4ef62-\u6570\u636e\u96c6\u7279\u5f81\u6587\u4ef6/aligned_50.pkl",
|
||||
"feature_sha256": "66e867aa74bc70a844e806e5571e371c9abb4a35f9e2887ce9b4d97ff2cb8fcd",
|
||||
"representation": "official aligned_50 ordered positions; not Q1 physical-time bins",
|
||||
"train_valid_test_counts": {
|
||||
"train": 3395,
|
||||
"valid": 728,
|
||||
"test": 727
|
||||
},
|
||||
"source_video_groups": {
|
||||
"train": 1528,
|
||||
"valid": 239,
|
||||
"test": 381
|
||||
},
|
||||
"official_group_splits_disjoint": true,
|
||||
"train_only_scaler": "/home/gloamxun/modeling_zhaocui/deep_learning/Q2/outputs/followups/R03_math_protocol_retraining/aligned_robust_stats.npz",
|
||||
"scaler_fit": "median and 1.4826*MAD on observed training rows only; zero-MAD fallback to std then 1",
|
||||
"seed": 20260924,
|
||||
"model_seeds": [
|
||||
20260924
|
||||
],
|
||||
"training_configuration": {
|
||||
"epoch_limit": 12,
|
||||
"early_stopping_patience": 3,
|
||||
"batch_size": 64,
|
||||
"optimizer": "AdamW",
|
||||
"learning_rate": 0.0003,
|
||||
"weight_decay": 0.001,
|
||||
"gradient_clip_norm": 1.0,
|
||||
"early_stopping_metric": "mean validation joint CE + 0.5*SmoothL1 over 0.0/none, 0.3/single, 0.3/sync, 0.5/async",
|
||||
"architecture_preserved": {
|
||||
"B0_early_concat": "EarlyConcat + BiGRU",
|
||||
"B5_mofe_mlp": "MoFE-7 + MLP Router"
|
||||
},
|
||||
"objective": "cross entropy + 0.5 * SmoothL1(intensity/3, label/3); same objective for both methods",
|
||||
"training_corruption": {
|
||||
"rates": [
|
||||
0.0,
|
||||
0.1,
|
||||
0.3,
|
||||
0.5,
|
||||
0.7
|
||||
],
|
||||
"patterns": [
|
||||
"single",
|
||||
"sync",
|
||||
"partial",
|
||||
"async"
|
||||
],
|
||||
"preserve_at_least_fraction_per_selected_modality": 0.2,
|
||||
"generator_seed": 20261227,
|
||||
"same_sample_masks_and_batch_orders_across_models": true
|
||||
}
|
||||
},
|
||||
"validation_protocol": {
|
||||
"scenario_seed": 20261833,
|
||||
"scenario_count": 42,
|
||||
"same_fixed_masks_for_both_models": true,
|
||||
"scenario_design": "math/Q2 42 controlled continuous-mask scenarios regenerated on each sample's original observation mask",
|
||||
"selection_scenarios": [
|
||||
"0.0/none",
|
||||
"0.3/single",
|
||||
"0.3/sync",
|
||||
"0.5/async"
|
||||
],
|
||||
"selection_note": "Deterministic-model adaptation; uses joint supervised loss instead of C5's probabilistic selection NLL.",
|
||||
"aurc": "normalized trapezoidal MAE area over realized equal-modality-weighted additional missing rate for single/sync/partial/async at 0/.1/.3/.5/.7"
|
||||
},
|
||||
"test_protocol": {
|
||||
"official_test_final_clean_passes": 1,
|
||||
"test_used_for_training_or_checkpoint_selection": false,
|
||||
"metrics": [
|
||||
"accuracy",
|
||||
"macro_f1",
|
||||
"mae",
|
||||
"rmse",
|
||||
"pearson"
|
||||
],
|
||||
"paired_group_bootstrap_replicates": 1000,
|
||||
"bootstrap_unit": "source video id",
|
||||
"bootstrap_seed": 20260925
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,13 @@
|
||||
method,seed,epoch,train_loss,valid_selection_loss,valid_clean_loss
|
||||
B0_early_concat,20260924,1,1.0061404870616064,0.9110350304252499,0.9014195590228825
|
||||
B0_early_concat,20260924,2,0.8046501874923706,0.889426393004564,0.8862256545286912
|
||||
B0_early_concat,20260924,3,0.7282454095504902,0.8806566258708199,0.8769266769126222
|
||||
B0_early_concat,20260924,4,0.6743332914732121,0.9174083739846618,0.9197112072955121
|
||||
B0_early_concat,20260924,5,0.6134337760784008,0.9341701424711354,0.9390361531750187
|
||||
B0_early_concat,20260924,6,0.558312753284419,1.000857290330824,1.0128365755081177
|
||||
B5_mofe_mlp,20260924,1,1.0217058570296675,0.9436172379569692,0.9375626621665535
|
||||
B5_mofe_mlp,20260924,2,0.8520832823382484,0.9506990911213906,0.952043721964071
|
||||
B5_mofe_mlp,20260924,3,0.8015031770423606,0.8901680516345161,0.887631527015141
|
||||
B5_mofe_mlp,20260924,4,0.7390829468214953,0.9029482278850052,0.9031652598590642
|
||||
B5_mofe_mlp,20260924,5,0.6777735639501501,0.9294115293484467,0.9311579852313786
|
||||
B5_mofe_mlp,20260924,6,0.6290948126051161,0.9776710203060737,0.9763853563057198
|
||||
|
+41
@@ -0,0 +1,41 @@
|
||||
method,seed,rate_mode,sample_epoch_assignments
|
||||
B0_early_concat,20260924,0.0/async,1034
|
||||
B0_early_concat,20260924,0.0/partial,1074
|
||||
B0_early_concat,20260924,0.0/single,1084
|
||||
B0_early_concat,20260924,0.0/sync,1065
|
||||
B0_early_concat,20260924,0.1/async,1059
|
||||
B0_early_concat,20260924,0.1/partial,1029
|
||||
B0_early_concat,20260924,0.1/single,1034
|
||||
B0_early_concat,20260924,0.1/sync,969
|
||||
B0_early_concat,20260924,0.3/async,1047
|
||||
B0_early_concat,20260924,0.3/partial,989
|
||||
B0_early_concat,20260924,0.3/single,978
|
||||
B0_early_concat,20260924,0.3/sync,1014
|
||||
B0_early_concat,20260924,0.5/async,1004
|
||||
B0_early_concat,20260924,0.5/partial,1017
|
||||
B0_early_concat,20260924,0.5/single,1013
|
||||
B0_early_concat,20260924,0.5/sync,986
|
||||
B0_early_concat,20260924,0.7/async,975
|
||||
B0_early_concat,20260924,0.7/partial,1006
|
||||
B0_early_concat,20260924,0.7/single,982
|
||||
B0_early_concat,20260924,0.7/sync,1011
|
||||
B5_mofe_mlp,20260924,0.0/async,1034
|
||||
B5_mofe_mlp,20260924,0.0/partial,1074
|
||||
B5_mofe_mlp,20260924,0.0/single,1084
|
||||
B5_mofe_mlp,20260924,0.0/sync,1065
|
||||
B5_mofe_mlp,20260924,0.1/async,1059
|
||||
B5_mofe_mlp,20260924,0.1/partial,1029
|
||||
B5_mofe_mlp,20260924,0.1/single,1034
|
||||
B5_mofe_mlp,20260924,0.1/sync,969
|
||||
B5_mofe_mlp,20260924,0.3/async,1047
|
||||
B5_mofe_mlp,20260924,0.3/partial,989
|
||||
B5_mofe_mlp,20260924,0.3/single,978
|
||||
B5_mofe_mlp,20260924,0.3/sync,1014
|
||||
B5_mofe_mlp,20260924,0.5/async,1004
|
||||
B5_mofe_mlp,20260924,0.5/partial,1017
|
||||
B5_mofe_mlp,20260924,0.5/single,1013
|
||||
B5_mofe_mlp,20260924,0.5/sync,986
|
||||
B5_mofe_mlp,20260924,0.7/async,975
|
||||
B5_mofe_mlp,20260924,0.7/partial,1006
|
||||
B5_mofe_mlp,20260924,0.7/single,982
|
||||
B5_mofe_mlp,20260924,0.7/sync,1011
|
||||
|
@@ -0,0 +1,9 @@
|
||||
# 后续实验输出
|
||||
|
||||
每项新实验在本目录下建立唯一子目录，例如 `F01_local_repair/`。把假设、运行配置、逐条件指标、统计比较、检查点和诊断图都放在该子目录中；不要覆盖已保留的参照权重与标准化参数：
|
||||
|
||||
```text
|
||||
../mofe_7experts/
|
||||
```
|
||||
|
||||
新实验的统一条件和记录要求见 [Q2 实验协议](../../EXPERIMENT_PROTOCOL.md)。
|
||||
Reference in New Issue
Block a user