整理 Q1-Q3 实验代码与结果

2026-09-24 16:25:15 +08:00
parent 0261ecdfba
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247 changed files with 69828 additions and 19 deletions
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+# TSFA-SPR：时序—共享—私有分解
+
+## 首轮结果（seed 42）
+
+M4_sourceTime 的五折 temporal checkpoints 已冻结；共享/私有因子器只用折内标准化的原始 BERT、eGeMAPS、DeiT 特征及 M4 权重训练，没有使用情感标签。Probe 口径沿用现有五折 GroupKFold、五段顺序池化、LogisticRegression(C=0.05)、Ridge(alpha=25) 与 [-3,3] 限幅。
+
+SPR 主表示（unfused shared + all private）：Accuracy 0.560，Macro-F1 0.389，MAE 0.697，Pearson 0.071。
+来源模态 probe：shared accuracy 0.729，SPR private accuracy 0.999；但不含 private 训练损失的 SP-noOrth-noRec 控制也达到 1.000，说明该识别率可能来自模态专属分支/特征分布，不能当成已学会私有语义。shared 三组匹配 AUC 为 audio-vision=0.498, text-audio=0.512, text-vision=0.499，slot shuffle 后几乎不下降。
+合并重构 MSE 0.422，shared-only 0.563，private-only 0.442。
+
+诊断结论：**不支持已成功实现 shared/private 语义解耦**。合并分支能改善源特征重构，但 shared 跨模态同槽检索约为机会水平，且 shuffle 控制没有明显下降；private 来源识别在随机未训练控制中也已饱和。因此不应把本轮写成成功的 shared/private 语义对齐。
+
+## 私有来源探针
+
+- private-only Macro-F1 最高：private_audio（0.445）。
+- private-only MAE 最低：private_vision（0.657）。
+- Audio 的单独分类探针 Macro-F1 点估计领先，Vision 的单独回归 probe MAE 点估计最低；video-group paired 区间跨 0，不能据此确定模态贡献差异。
+
+## 维度控制和基线
+
+- TSFA-old: d=1920 pooled，Macro-F1 0.431，MAE 0.820，Pearson 0.104。
+- TSFA+RawPrivate: d=6845 pooled，Macro-F1 0.390，MAE 0.572，Pearson 0.368。
+- SPR: d=1920 pooled，Macro-F1 0.389，MAE 0.697，Pearson 0.071。
+- SPR-dim-matched: d=1280 pooled，Macro-F1 0.318，MAE 0.701，Pearson 0.059。
+- RawPrivate-PCA: d=1280 pooled，Macro-F1 0.297，MAE 0.559，Pearson 0.251。
+- SPR 主表示相对 RawPrivate-PCA 的 MAE 差为 +0.138，视频组 bootstrap 95% CI [+0.062, +0.216]。 RawPrivate-PCA 有较低 MAE，维度匹配后没有证据支持 learned shared/private 分解带来强度回归增益。
+- 直接比较同为 1280 维 pooled 的 SPR-dim-matched 与 RawPrivate-PCA，MAE 差为 +0.142，95% CI [+0.076, +0.214]。 这是控制输出维数后的成对对照。
+
+RawPrivate-PCA 将每个 slot 的 985 维原始私有特征仅用训练折做 PCA 到 256 维；与 fused-shared + all-private 的 SPR-dim-matched 都是 256 维/slot、1280 维/clip。RawPrivate-PCA 的低 MAE 说明可压缩 raw residual 已足以保留强度信息，但分类和 Pearson 并未同步领先。
+
+## 文件
+
+- `emotion_probe_metrics.csv` / `emotion_probe_predictions.csv`：全部五折 OOF probe。
+- `paired_contrasts.csv`：SPR 主表示对 TSFA-old、TSFA+RawPrivate、math B0/B4 和维度对照的 2,000 次 video_id paired bootstrap；未做多重比较校正。
+- `private_source_ablation.csv` 与 `private_source_paired_contrasts.csv`：模态来源 probe 及来源间配对区间。
+- `decomposition_assessment.json`：shared/private 诊断判定和逐项依据。
+- `representation_diagnostics.csv`、`shared_correspondence_summary.csv`、`modality_probe_summary.csv`、`reconstruction_summary.csv`：结构诊断明细。
+- `architecture.png` 及其余七张 `.png`：实验结构、对应、重构、probe 与维度控制图。
+
+## 解释范围
+
+当前只有一个表示学习 seed，样本为 100 条 clips / 37 个来源视频；bootstrap 区间反映来源视频抽样不确定性，不含 seed 不确定性。same-slot 检索依赖 M4 槽位约定，并非人工事件级对齐真值。分类与回归来自独立轻量 probe。
+
+## 下一步
+
+暂不升级现有 TSFA 为正式 TSFA-SPR。最值得先做的是： (1) 检查同槽对比目标是否能在独立视频内建立可打乱验证的 shared correspondence；(2) 若共享诊断改善，再运行 seed 3407 和 2026，确认模态来源与情感 probe 差异是否稳定。
@@ -0,0 +1,80 @@
+{
+  "experiment": "TSFA-SPR: Temporal-Shared-Private Representation",
+  "seed": 42,
+  "folds": 5,
+  "grouped_by": "video_id/group_id",
+  "grid_size": 50,
+  "feature_dimensions": {
+    "text": 768,
+    "audio": 25,
+    "vision": 192
+  },
+  "common_dim": 128,
+  "shared_dim": 64,
+  "private_dim": 64,
+  "batch_size": 8,
+  "epochs": 40,
+  "learning_rate": 0.001,
+  "temperature": 0.1,
+  "orthogonality_weight": 0.1,
+  "reconstruction_weight": 1.0,
+  "contrastive_pairs": [
+    [
+      "text",
+      "audio"
+    ],
+    [
+      "text",
+      "vision"
+    ],
+    [
+      "audio",
+      "vision"
+    ]
+  ],
+  "hard_negative_offsets": [
+    -5,
+    -3,
+    -2,
+    2,
+    3,
+    5
+  ],
+  "loss_variants": {
+    "SP-noOrth-noRec": [
+      true,
+      false,
+      false
+    ],
+    "SP+Orth": [
+      true,
+      true,
+      false
+    ],
+    "SPR": [
+      true,
+      true,
+      true
+    ],
+    "SPR-noSharedContrastive": [
+      false,
+      true,
+      true
+    ]
+  },
+  "emotion_probe": {
+    "classification": "StandardScaler + LogisticRegression(C=0.05, max_iter=5000)",
+    "regression": "StandardScaler + Ridge(alpha=25), clipped to [-3, 3]",
+    "temporal_pooling": "50 slots to five consecutive 10-slot mean bins",
+    "all_scalers_fit_on_training_fold_only": true
+  },
+  "dimension_controls": {
+    "SPR_main": "unfused shared 3x64 plus private 3x64 = 384 per slot; 1920 after five-bin pooling",
+    "SPR_dim_matched": "mean fused shared 64 plus all private 3x64 = 256 per slot; 1280 after pooling",
+    "RawPrivate_PCA": "train-fold PCA from raw private 985-d slot vectors to 256 per slot; 1280 after pooling if 256 components"
+  },
+  "emotion_labels_used_in_factorizer_training": false,
+  "frozen_m4_temporal_branch": true,
+  "explicit_time_code_or_slot_index_in_shared_encoder": false,
+  "bootstrap_repeats": 2000
+}
@@ -0,0 +1,53 @@
+{
+  "shared_private_factorization_supported": false,
+  "criteria": {
+    "private_source_probe_exceeds_shared_and_untrained_private_control_by_at_least_0_05": false,
+    "each_shared_pair_auc_at_least_0_60_and_shuffle_drop_at_least_0_05": false,
+    "both_stream_reconstruction_beats_each_single_stream": true
+  },
+  "spr_shared_source_probe_accuracy": 0.7289333333333333,
+  "spr_private_source_probe_accuracy": 0.9994666666666667,
+  "untrained_private_control_source_probe_accuracy": 1.0,
+  "spr_private_probe_gain_over_untrained_control": -0.0005333333333332746,
+  "private_minus_shared_source_probe_accuracy": 0.2705333333333334,
+  "shared_pair_checks": [
+    {
+      "pair": "audio-vision",
+      "matched_vs_shifted_auc": 0.49831304927376363,
+      "slot_shuffle_auc": 0.4955911010755653,
+      "auc_drop_after_shuffle": 0.0027219481981983207,
+      "shared_correspondence_supported": false
+    },
+    {
+      "pair": "text-audio",
+      "matched_vs_shifted_auc": 0.5115870503156217,
+      "slot_shuffle_auc": 0.49898146626218043,
+      "auc_drop_after_shuffle": 0.012605584053441254,
+      "shared_correspondence_supported": false
+    },
+    {
+      "pair": "text-vision",
+      "matched_vs_shifted_auc": 0.49935402494331077,
+      "slot_shuffle_auc": 0.4976403269596126,
+      "auc_drop_after_shuffle": 0.0017136979836981925,
+      "shared_correspondence_supported": false
+    }
+  ],
+  "reconstruction_mse_by_branch": {
+    "shared_only": 0.563333765342251,
+    "private_only": 0.4421985727274131,
+    "both": 0.4220905622318305
+  },
+  "normalized_cross_covariance_by_modality": {
+    "text": 0.5997944387688591,
+    "audio": 0.581767881730183,
+    "vision": 0.7318022905545436
+  },
+  "shared_norm_ratio_by_modality": {
+    "text": 0.2463289037977494,
+    "audio": 0.28401892939803025,
+    "vision": 0.21813397738274684
+  },
+  "interpretation": "The shared/private branches are distinguishable by source classification, but the no-private-loss control already identifies modality perfectly, so this is not evidence that training learned private semantic content. The shared stream also does not establish robust same-slot cross-modal correspondence; do not claim successful shared/private semantic disentanglement.",
+  "criteria_note": "These are operational descriptive checks for this small first pass, not inferential significance thresholds."
+}
@@ -0,0 +1,6 @@
+sample_count,feature_dimension,accuracy,macro_f1,macro_f1_fold_mean,macro_f1_fold_sd,mae,pearson,method,view,per_slot_dimension,dimension_control_note
+100,1920,0.54,0.4310819293870141,0.36259462759462757,0.09089510359034791,0.8202796086668969,0.10443752941446603,TSFA-old,all_modalities,384,existing baseline; native dimension
+100,6845,0.59,0.3900927013970492,0.35717374324270873,0.11754258899949505,0.5715452416241169,0.3678028818592164,TSFA+RawPrivate,all_modalities,1369,existing baseline; native dimension
+100,1920,0.56,0.38857214680744095,0.3409979462853026,0.09369875802146937,0.6967655114829541,0.07067944370969742,SPR,shared_unfused+private_all,384,existing baseline; native dimension
+100,1280,0.55,0.31766680893441457,0.3153708732731721,0.08435043538646683,0.7007618999481201,0.059041191015689186,SPR-dim-matched,SPR-dim-matched,256,matched learned fused-shared + all-private
+100,1280,0.56,0.2974099099099099,0.28073240535039046,0.06810513535887727,0.5592040391266346,0.25147190008110387,RawPrivate-PCA,RawPrivate-PCA,256,training-fold PCA on raw private slots
@@ -0,0 +1,59 @@
+sample_count,feature_dimension,accuracy,macro_f1,macro_f1_fold_mean,macro_f1_fold_sd,mae,pearson,method,view
+100,-1,0.6,0.3612633181126332,0.33701813174429807,0.09810807621270928,0.5642678308486938,0.34585652345724877,B0,all_modalities
+100,-1,0.6,0.4222603610475464,0.3976841268630668,0.08882960164587973,0.59276591360569,0.19864510121331094,B4,all_modalities
+100,1280,0.56,0.2974099099099099,0.28073240535039046,0.06810513535887727,0.5592040391266346,0.25147190008110387,RawPrivate-PCA,RawPrivate-PCA
+100,960,0.48,0.3378532323629688,0.32375432918461405,0.05910440207855796,0.7953188280761242,0.04579859638026377,SP+Orth,private_all
+100,320,0.49,0.3305230496453901,0.31901966525154923,0.08958052209204337,0.6703943970799446,0.05772025930185256,SP+Orth,private_audio
+100,640,0.52,0.3636992012165356,0.3448622186602551,0.12170681590544868,0.7241687308251857,-0.03900969562572482,SP+Orth,private_audio_vision
+100,320,0.4,0.213229859571323,0.21012345679012343,0.07186335871544663,0.7821589936316014,0.10888941626147079,SP+Orth,private_text
+100,320,0.52,0.3120476591699613,0.28795440951962686,0.0567857113138461,0.6964105765521527,-0.03216170587974893,SP+Orth,private_vision
+100,1280,0.49,0.3163904921491963,0.3014704069876484,0.10610552841438646,0.7157068881392479,0.04384525447668493,SP+Orth,shared_fused+private_all
+100,640,0.48,0.2906816760475297,0.28904390295694643,0.09282992036650152,0.7497516196966171,-0.020558231178561093,SP+Orth,shared_fused+private_audio
+100,960,0.54,0.36989916124776173,0.3541221001221001,0.11332921247795306,0.7215838055312633,-0.028806216371110267,SP+Orth,shared_fused+private_audio_vision
+100,640,0.45,0.25216284987277354,0.24176978818283165,0.07001776352916482,0.7206469534337521,0.10497550825969734,SP+Orth,shared_fused+private_text
+100,640,0.52,0.347468671679198,0.3256354756354756,0.09621014981221626,0.7406204895675182,0.07682350496070663,SP+Orth,shared_fused+private_vision
+100,320,0.51,0.3098426121681936,0.29776936026936024,0.06967331685623288,0.7403758169710636,0.006384464762699408,SP+Orth,shared_only_fused
+100,960,0.49,0.3771354518819022,0.35127716084237826,0.069660926700542,0.7598048594594001,0.04356415610266361,SP+Orth,shared_only_unfused
+100,1920,0.47,0.29799182078984315,0.289696913928798,0.07408051607410623,0.7190216073393821,0.030632710912619498,SP+Orth,shared_unfused+private_all
+100,960,0.54,0.3982545986622073,0.36719173102981195,0.13643942944021314,0.7186685961484909,0.10672626120767106,SP-noOrth-noRec,private_all
+100,320,0.53,0.4374608150470219,0.4176615307736589,0.10934520808488313,0.7260321225225925,0.06319285377296571,SP-noOrth-noRec,private_audio
+100,640,0.53,0.43785171031433817,0.3998273331606665,0.09476179037891092,0.8071729530394077,0.035037886823450194,SP-noOrth-noRec,private_audio_vision
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+100,320,0.45,0.3743108837737994,0.34400365647424475,0.06272506513183189,0.8812805768847466,-0.10095344697553751,SP-noOrth-noRec,private_vision
+100,1280,0.52,0.36453373015873014,0.33251146384479713,0.1130004574804224,0.7156309823691845,0.08944993581850175,SP-noOrth-noRec,shared_fused+private_all
+100,640,0.53,0.3940504289835525,0.370748441493753,0.08031786258972676,0.8288507463037967,0.022776364556182496,SP-noOrth-noRec,shared_fused+private_audio
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+100,960,0.56,0.3422461170848268,0.37624965583586273,0.15736280871885258,0.7403087028861046,0.10689943077519994,SPR,private_all
+100,320,0.58,0.44527282143811814,0.44808402325643704,0.1756353399244467,0.664284773916006,0.16018710957308058,SPR,private_audio
+100,640,0.52,0.3762946162007981,0.35838425128280205,0.07524748645413382,0.7737086206674576,0.06584870766947938,SPR,private_audio_vision
+100,320,0.53,0.32908496732026143,0.3360490934186587,0.10497969320977503,0.680117053836584,0.22364254532859437,SPR,private_text
+100,320,0.55,0.3761385380788366,0.3597317926303433,0.08409860508359142,0.6574729996919632,0.0358601314770418,SPR,private_vision
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+100,640,0.54,0.37875457875457874,0.35567229372326825,0.13542560145187854,0.7392310127615929,0.15828154083485113,SPR,shared_fused+private_audio
+100,960,0.53,0.37272907970582386,0.3442025879057363,0.12144925418891257,0.7170793616771698,0.04613258863189001,SPR,shared_fused+private_audio_vision
+100,640,0.53,0.3061323579393724,0.29951003760792416,0.09172981932883591,0.6367174316942692,0.28644248098171693,SPR,shared_fused+private_text
+100,640,0.53,0.3992786220871327,0.3692415080974919,0.08079697896262049,0.7032313452661038,0.10994657039913035,SPR,shared_fused+private_vision
+100,320,0.52,0.3706666666666667,0.32213212075281045,0.09277771178723276,0.7274691557884216,0.18597000505750821,SPR,shared_only_fused
+100,960,0.52,0.41123506874013976,0.33181720302370504,0.06777133926752461,0.7628524225950241,0.17064299398621885,SPR,shared_only_unfused
+100,1920,0.56,0.38857214680744095,0.3409979462853026,0.09369875802146937,0.6967655114829541,0.07067944370969742,SPR,shared_unfused+private_all
+100,1280,0.55,0.31766680893441457,0.3153708732731721,0.08435043538646683,0.7007618999481201,0.059041191015689186,SPR-dim-matched,SPR-dim-matched
+100,960,0.55,0.3804099801743164,0.4025071348404682,0.2059285673616605,0.6830374389886856,0.2269153322786474,SPR-noSharedContrastive,private_all
+100,320,0.56,0.4176818014027317,0.42611171751601534,0.2248071414568739,0.654489202350378,0.20646263429608402,SPR-noSharedContrastive,private_audio
+100,640,0.5,0.3817694570941324,0.36266603481189735,0.11569777205933214,0.6785770927369594,0.17733670406300145,SPR-noSharedContrastive,private_audio_vision
+100,320,0.53,0.3473049138683814,0.32498100664767327,0.13987597025847867,0.7353679877519608,0.12847454166746258,SPR-noSharedContrastive,private_text
+100,320,0.51,0.3208020050125313,0.30200076359496647,0.10530287746613265,0.6027881689369678,0.06578539005812054,SPR-noSharedContrastive,private_vision
+100,1280,0.53,0.3552318295739348,0.3196463817153472,0.11403494890873508,0.7039517660439014,0.19253711055547493,SPR-noSharedContrastive,shared_fused+private_all
+100,640,0.58,0.46056910569105697,0.4478451982799809,0.07516714091153132,0.6719031555950642,0.20549881784826418,SPR-noSharedContrastive,shared_fused+private_audio
+100,960,0.56,0.44472774236553764,0.4003972729779182,0.13813679316428398,0.6796640332043171,0.14957047435603935,SPR-noSharedContrastive,shared_fused+private_audio_vision
+100,640,0.5,0.3492059313854523,0.3103976235945546,0.08553012162856155,0.7241699741780758,0.1346325925641368,SPR-noSharedContrastive,shared_fused+private_text
+100,640,0.5,0.35200000000000004,0.3478187403993856,0.14980477007424306,0.6062408247590065,0.2557587727509002,SPR-noSharedContrastive,shared_fused+private_vision
+100,320,0.46,0.2743145743145743,0.24473777538738611,0.05569451185470404,0.613256411999464,0.2126650075125743,SPR-noSharedContrastive,shared_only_fused
+100,960,0.56,0.44745854190659723,0.4045862381346252,0.1650850484873889,0.6682626706361771,0.26189520163985924,SPR-noSharedContrastive,shared_only_unfused
+100,1920,0.54,0.34673721340388014,0.32638729568480823,0.0995576357790951,0.6695841646194458,0.24840306190687497,SPR-noSharedContrastive,shared_unfused+private_all
+100,6845,0.59,0.3900927013970492,0.35717374324270873,0.11754258899949505,0.5715452416241169,0.3678028818592164,TSFA+RawPrivate,all_modalities
+100,1920,0.54,0.4310819293870141,0.36259462759462757,0.09089510359034791,0.8202796086668969,0.10443752941446603,TSFA-old,all_modalities
@@ -0,0 +1,41 @@
+variant,fold,branch,accuracy,macro_f1,sample_count
+SP-noOrth-noRec,1,shared,0.664,0.6518945803926879,3000
+SP-noOrth-noRec,1,private,1.0,1.0,3000
+SP+Orth,1,shared,0.7086666666666667,0.7016037953039266,3000
+SP+Orth,1,private,1.0,1.0,3000
+SPR,1,shared,0.8296666666666667,0.8275040476381074,3000
+SPR,1,private,0.9973333333333333,0.997333290665984,3000
+SPR-noSharedContrastive,1,shared,0.8376666666666667,0.8363474654439743,3000
+SPR-noSharedContrastive,1,private,1.0,1.0,3000
+SP-noOrth-noRec,2,shared,0.7146666666666667,0.7152768064577638,3000
+SP-noOrth-noRec,2,private,1.0,1.0,3000
+SP+Orth,2,shared,0.7503333333333333,0.7546424700253386,3000
+SP+Orth,2,private,1.0,1.0,3000
+SPR,2,shared,0.7916666666666666,0.7932811620201372,3000
+SPR,2,private,1.0,1.0,3000
+SPR-noSharedContrastive,2,shared,0.8876666666666667,0.8879616277769703,3000
+SPR-noSharedContrastive,2,private,1.0,1.0,3000
+SP-noOrth-noRec,3,shared,0.713,0.7170115459589144,3000
+SP-noOrth-noRec,3,private,1.0,1.0,3000
+SP+Orth,3,shared,0.653,0.660814795562512,3000
+SP+Orth,3,private,1.0,1.0,3000
+SPR,3,shared,0.6433333333333333,0.6368012159911499,3000
+SPR,3,private,1.0,1.0,3000
+SPR-noSharedContrastive,3,shared,0.6653333333333333,0.6520248118513917,3000
+SPR-noSharedContrastive,3,private,1.0,1.0,3000
+SP-noOrth-noRec,4,shared,0.614,0.6016100519791606,3000
+SP-noOrth-noRec,4,private,1.0,1.0,3000
+SP+Orth,4,shared,0.6853333333333333,0.6850814938346542,3000
+SP+Orth,4,private,1.0,1.0,3000
+SPR,4,shared,0.7203333333333334,0.720366703199887,3000
+SPR,4,private,1.0,1.0,3000
+SPR-noSharedContrastive,4,shared,0.7396666666666667,0.7312064745589195,3000
+SPR-noSharedContrastive,4,private,1.0,1.0,3000
+SP-noOrth-noRec,5,shared,0.6986666666666667,0.7004090453388617,3000
+SP-noOrth-noRec,5,private,1.0,1.0,3000
+SP+Orth,5,shared,0.652,0.6507252992673732,3000
+SP+Orth,5,private,1.0,1.0,3000
+SPR,5,shared,0.6596666666666666,0.6650259048882328,3000
+SPR,5,private,1.0,1.0,3000
+SPR-noSharedContrastive,5,shared,0.671,0.6716840768214903,3000
+SPR-noSharedContrastive,5,private,1.0,1.0,3000
@@ -0,0 +1,9 @@
+variant,branch,fold_count,accuracy_mean,accuracy_sd,macro_f1_mean,macro_f1_sd,fold_accuracy
+SP-noOrth-noRec,shared,5,0.6808666666666666,0.042566027142154884,0.6772404060254776,0.04981881799898246,"[0.664, 0.714667, 0.713, 0.614, 0.698667]"
+SP-noOrth-noRec,private,5,1.0,0.0,1.0,0.0,"[1.0, 1.0, 1.0, 1.0, 1.0]"
+SP+Orth,shared,5,0.6898666666666667,0.041301466210185676,0.6905735707987609,0.04101866056357819,"[0.708667, 0.750333, 0.653, 0.685333, 0.652]"
+SP+Orth,private,5,1.0,0.0,1.0,0.0,"[1.0, 1.0, 1.0, 1.0, 1.0]"
+SPR,shared,5,0.7289333333333333,0.08105841515022771,0.7285958067475029,0.08139737827863638,"[0.829667, 0.791667, 0.643333, 0.720333, 0.659667]"
+SPR,private,5,0.9994666666666667,0.0011925695879999054,0.9994666581331968,0.0011925886694186053,"[0.997333, 1.0, 1.0, 1.0, 1.0]"
+SPR-noSharedContrastive,shared,5,0.7602666666666668,0.09953235096635109,0.7558448912905493,0.10296140013500193,"[0.837667, 0.887667, 0.665333, 0.739667, 0.671]"
+SPR-noSharedContrastive,private,5,1.0,0.0,1.0,0.0,"[1.0, 1.0, 1.0, 1.0, 1.0]"
@@ -0,0 +1,22 @@
+comparison,candidate_view,reference_view,metric,candidate_oof,reference_oof,delta_candidate_minus_reference,video_cluster_bootstrap_ci95_low,video_cluster_bootstrap_ci95_high,bootstrap_repeats,video_group_count,multiple_comparison_correction
+SPR-TSFA-old,shared_unfused+private_all,all_modalities,macro_f1,0.38857214680744095,0.4310819293870141,-0.04250978257957316,-0.19332827895564306,0.11353997817106684,2000,37,none
+SPR-TSFA-old,shared_unfused+private_all,all_modalities,mae,0.6967655114829541,0.8202796086668969,-0.1235140971839428,-0.2653748927065928,0.006204828561749302,2000,37,none
+SPR-TSFA-old,shared_unfused+private_all,all_modalities,pearson,0.07067944370969739,0.10443752941446602,-0.033758085704768626,-0.36616093160245106,0.2622054190741191,2000,37,none
+SPR-TSFA+RawPrivate,shared_unfused+private_all,all_modalities,macro_f1,0.38857214680744095,0.3900927013970492,-0.0015205545896082584,-0.13024325080670054,0.11430640687184002,2000,37,none
+SPR-TSFA+RawPrivate,shared_unfused+private_all,all_modalities,mae,0.6967655114829541,0.5715452416241169,0.12522026985883716,0.05509844391439163,0.19676002527593,2000,37,none
+SPR-TSFA+RawPrivate,shared_unfused+private_all,all_modalities,pearson,0.07067944370969739,0.36780288185921645,-0.297123438149519,-0.5554077599837248,-0.06596207962659734,2000,37,none
+SPR-B0,shared_unfused+private_all,all_modalities,macro_f1,0.38857214680744095,0.3612633181126332,0.027308828694807774,-0.1059009853750604,0.14029315780548265,2000,37,none
+SPR-B0,shared_unfused+private_all,all_modalities,mae,0.6967655114829541,0.5642678308486938,0.13249768063426026,0.05952643905209994,0.2039741251466163,2000,37,none
+SPR-B0,shared_unfused+private_all,all_modalities,pearson,0.07067944370969739,0.34585652345724877,-0.27517707974755135,-0.4711300826743291,-0.07892436286184813,2000,37,none
+SPR-B4,shared_unfused+private_all,all_modalities,macro_f1,0.38857214680744095,0.4222603610475464,-0.03368821424010543,-0.22928221172507032,0.1282097536271695,2000,37,none
+SPR-B4,shared_unfused+private_all,all_modalities,mae,0.6967655114829541,0.59276591360569,0.1039995978772641,0.023806868329644258,0.18781673383870817,2000,37,none
+SPR-B4,shared_unfused+private_all,all_modalities,pearson,0.07067944370969739,0.19864510121331097,-0.12796565750361358,-0.3257899663942212,0.07229554456465477,2000,37,none
+SPR-SPR-dim-matched,shared_unfused+private_all,SPR-dim-matched,macro_f1,0.38857214680744095,0.31766680893441457,0.07090533787302639,-0.009092059850949016,0.1411385885896545,2000,37,none
+SPR-SPR-dim-matched,shared_unfused+private_all,SPR-dim-matched,mae,0.6967655114829541,0.7007618999481201,-0.003996388465166034,-0.05055017076036169,0.033308542433961676,2000,37,none
+SPR-SPR-dim-matched,shared_unfused+private_all,SPR-dim-matched,pearson,0.07067944370969739,0.05904119101568921,0.011638252694008186,-0.11096009565409294,0.11912163748293984,2000,37,none
+SPR-RawPrivate-PCA,shared_unfused+private_all,RawPrivate-PCA,macro_f1,0.38857214680744095,0.2974099099099099,0.09116223689753106,-0.06771433571024879,0.22875449867320713,2000,37,none
+SPR-RawPrivate-PCA,shared_unfused+private_all,RawPrivate-PCA,mae,0.6967655114829541,0.5592040391266346,0.13756147235631944,0.062229316915899606,0.2156508427962729,2000,37,none
+SPR-RawPrivate-PCA,shared_unfused+private_all,RawPrivate-PCA,pearson,0.07067944370969739,0.2514719000811039,-0.18079245637140653,-0.44237429300217385,0.06970446149278622,2000,37,none
+SPR-dim-matched-RawPrivate-PCA,SPR-dim-matched,RawPrivate-PCA,macro_f1,0.31766680893441457,0.2974099099099099,0.02025689902450467,-0.0942800756908567,0.11925385317493878,2000,37,none
+SPR-dim-matched-RawPrivate-PCA,SPR-dim-matched,RawPrivate-PCA,mae,0.7007618999481201,0.5592040391266346,0.14155786082148547,0.07595144152286504,0.21367021971341385,2000,37,none
+SPR-dim-matched-RawPrivate-PCA,SPR-dim-matched,RawPrivate-PCA,pearson,0.05904119101568921,0.2514719000811039,-0.1924307090654147,-0.4116963742116942,0.026003307292451445,2000,37,none
@@ -0,0 +1,10 @@
+sample_count,feature_dimension,accuracy,macro_f1,macro_f1_fold_mean,macro_f1_fold_sd,mae,pearson,method,view
+100,960,0.56,0.3422461170848268,0.37624965583586273,0.15736280871885258,0.7403087028861046,0.10689943077519994,SPR,private_all
+100,320,0.58,0.44527282143811814,0.44808402325643704,0.1756353399244467,0.664284773916006,0.16018710957308058,SPR,private_audio
+100,640,0.52,0.3762946162007981,0.35838425128280205,0.07524748645413382,0.7737086206674576,0.06584870766947938,SPR,private_audio_vision
+100,320,0.53,0.32908496732026143,0.3360490934186587,0.10497969320977503,0.680117053836584,0.22364254532859437,SPR,private_text
+100,320,0.55,0.3761385380788366,0.3597317926303433,0.08409860508359142,0.6574729996919632,0.0358601314770418,SPR,private_vision
+100,1280,0.55,0.31766680893441457,0.3153708732731721,0.08435043538646683,0.7007618999481201,0.059041191015689186,SPR,shared_fused+private_all
+100,320,0.52,0.3706666666666667,0.32213212075281045,0.09277771178723276,0.7274691557884216,0.18597000505750821,SPR,shared_only_fused
+100,960,0.52,0.41123506874013976,0.33181720302370504,0.06777133926752461,0.7628524225950241,0.17064299398621885,SPR,shared_only_unfused
+100,1920,0.56,0.38857214680744095,0.3409979462853026,0.09369875802146937,0.6967655114829541,0.07067944370969742,SPR,shared_unfused+private_all
@@ -0,0 +1,31 @@
+method,left_view_minus_right_view,left_view,right_view,metric,left_oof,right_oof,delta_left_minus_right,video_cluster_bootstrap_ci95_low,video_cluster_bootstrap_ci95_high,bootstrap_repeats,video_group_count,multiple_comparison_correction
+SPR,private_text-private_audio,private_text,private_audio,macro_f1,0.32908496732026143,0.44527282143811814,-0.1161878541178567,-0.2288661103289775,0.012479115062242778,2000,37,none
+SPR,private_text-private_audio,private_text,private_audio,mae,0.680117053836584,0.664284773916006,0.015832279920578007,-0.10339834746950163,0.14004450843644292,2000,37,none
+SPR,private_text-private_audio,private_text,private_audio,pearson,0.2236425453285943,0.1601871095730805,0.0634554357555138,-0.20719363767529578,0.2976736480501942,2000,37,none
+SPR,private_text-private_vision,private_text,private_vision,macro_f1,0.32908496732026143,0.3761385380788366,-0.04705357075857519,-0.1914938633637936,0.11994503698061,2000,37,none
+SPR,private_text-private_vision,private_text,private_vision,mae,0.680117053836584,0.6574729996919632,0.022644054144620895,-0.06966001697943768,0.12055338503520807,2000,37,none
+SPR,private_text-private_vision,private_text,private_vision,pearson,0.2236425453285943,0.035860131477041784,0.1877824138515525,-0.07608974799363746,0.41151935176936344,2000,37,none
+SPR,private_text-private_audio_vision,private_text,private_audio_vision,macro_f1,0.32908496732026143,0.3762946162007981,-0.04720964888053669,-0.189326282996725,0.1081745071930966,2000,37,none
+SPR,private_text-private_audio_vision,private_text,private_audio_vision,mae,0.680117053836584,0.7737086206674576,-0.09359156683087355,-0.19989870412433203,0.02109022601001092,2000,37,none
+SPR,private_text-private_audio_vision,private_text,private_audio_vision,pearson,0.2236425453285943,0.06584870766947935,0.15779383765911492,-0.0819640281622955,0.36890984870783805,2000,37,none
+SPR,private_text-private_all,private_text,private_all,macro_f1,0.32908496732026143,0.3422461170848268,-0.013161149764565339,-0.09851787534934915,0.06896213801908728,2000,37,none
+SPR,private_text-private_all,private_text,private_all,mae,0.680117053836584,0.7403087028861046,-0.06019164904952057,-0.14275362733002034,0.02207137463078118,2000,37,none
+SPR,private_text-private_all,private_text,private_all,pearson,0.2236425453285943,0.10689943077519991,0.11674311455339438,-0.05865194619931197,0.2520761262207254,2000,37,none
+SPR,private_audio-private_vision,private_audio,private_vision,macro_f1,0.44527282143811814,0.3761385380788366,0.06913428335928151,-0.047553027290176984,0.17044723849898208,2000,37,none
+SPR,private_audio-private_vision,private_audio,private_vision,mae,0.664284773916006,0.6574729996919632,0.006811774224042888,-0.08214180372844017,0.097347697667258,2000,37,none
+SPR,private_audio-private_vision,private_audio,private_vision,pearson,0.1601871095730805,0.035860131477041784,0.12432697809603871,-0.08893426277355863,0.3571357978896844,2000,37,none
+SPR,private_audio-private_audio_vision,private_audio,private_audio_vision,macro_f1,0.44527282143811814,0.3762946162007981,0.06897820523732001,-0.03356499723494786,0.16686092489912496,2000,37,none
+SPR,private_audio-private_audio_vision,private_audio,private_audio_vision,mae,0.664284773916006,0.7737086206674576,-0.10942384675145156,-0.2573012257224262,0.029357104765412412,2000,37,none
+SPR,private_audio-private_audio_vision,private_audio,private_audio_vision,pearson,0.1601871095730805,0.06584870766947935,0.09433840190360114,-0.12128001304772724,0.28382386737978155,2000,37,none
+SPR,private_audio-private_all,private_audio,private_all,macro_f1,0.44527282143811814,0.3422461170848268,0.10302670435329137,-0.014393408005290492,0.2029648260368015,2000,37,none
+SPR,private_audio-private_all,private_audio,private_all,mae,0.664284773916006,0.7403087028861046,-0.07602392897009858,-0.19408950634714917,0.044776326786833166,2000,37,none
+SPR,private_audio-private_all,private_audio,private_all,pearson,0.1601871095730805,0.10689943077519991,0.053287678797880586,-0.19039514404017766,0.28630670081472565,2000,37,none
+SPR,private_vision-private_audio_vision,private_vision,private_audio_vision,macro_f1,0.3761385380788366,0.3762946162007981,-0.0001560781219615004,-0.06616670466183408,0.0673979989248123,2000,37,none
+SPR,private_vision-private_audio_vision,private_vision,private_audio_vision,mae,0.6574729996919632,0.7737086206674576,-0.11623562097549445,-0.23581567609318943,0.025498273266823277,2000,37,none
+SPR,private_vision-private_audio_vision,private_vision,private_audio_vision,pearson,0.035860131477041784,0.06584870766947935,-0.02998857619243757,-0.22856007942570114,0.15058888190597747,2000,37,none
+SPR,private_vision-private_all,private_vision,private_all,macro_f1,0.3761385380788366,0.3422461170848268,0.03389242099400985,-0.09023689444652408,0.13851130584690677,2000,37,none
+SPR,private_vision-private_all,private_vision,private_all,mae,0.6574729996919632,0.7403087028861046,-0.08283570319414146,-0.16939657168580702,0.009946065874655031,2000,37,none
+SPR,private_vision-private_all,private_vision,private_all,pearson,0.035860131477041784,0.10689943077519991,-0.07103929929815812,-0.3103682316989527,0.1703222081117228,2000,37,none
+SPR,private_audio_vision-private_all,private_audio_vision,private_all,macro_f1,0.3762946162007981,0.3422461170848268,0.034048499115971353,-0.09377067295992168,0.14961966157771373,2000,37,none
+SPR,private_audio_vision-private_all,private_audio_vision,private_all,mae,0.7737086206674576,0.7403087028861046,0.033399917781352984,-0.06889830347914126,0.13181261656732832,2000,37,none
+SPR,private_audio_vision-private_all,private_audio_vision,private_all,pearson,0.06584870766947935,0.10689943077519991,-0.041050723105720555,-0.23029480533433355,0.16564713973381437,2000,37,none
@@ -0,0 +1,37 @@
+variant,modality,branch,reconstruction_trained,sample_count,video_count,mse_mean_video,mse_video_bootstrap_ci95_low,mse_video_bootstrap_ci95_high
+SP+Orth,audio,both,False,100,37,0.32148667038436335,0.18029356568772467,0.559792631927379
+SP+Orth,audio,private_only,False,100,37,0.32031821724529214,0.18003524554174807,0.5563442042955895
+SP+Orth,audio,shared_only,False,100,37,0.3223300366544579,0.18014577955236488,0.561088890205467
+SP+Orth,text,both,False,100,37,0.4917444815596303,0.4606971872675124,0.523790110111259
+SP+Orth,text,private_only,False,100,37,0.491288600824949,0.4602390988677395,0.5234084429528926
+SP+Orth,text,shared_only,False,100,37,0.4909091956021703,0.45975867164741957,0.5227702101122976
+SP+Orth,vision,both,False,100,37,1.0108491620987794,0.9028008570516954,1.1178870590734973
+SP+Orth,vision,private_only,False,100,37,1.0101464949161492,0.9022929718440333,1.1178011252494238
+SP+Orth,vision,shared_only,False,100,37,1.0100942962200845,0.9025770163336942,1.1165181524038368
+SP-noOrth-noRec,audio,both,False,100,37,0.32094681975825284,0.1792013912009421,0.5589804614468583
+SP-noOrth-noRec,audio,private_only,False,100,37,0.3199469677250511,0.17906937824390792,0.5560788238892496
+SP-noOrth-noRec,audio,shared_only,False,100,37,0.32215139457995107,0.1799657187379013,0.56086800853711
+SP-noOrth-noRec,text,both,False,100,37,0.4912730448053457,0.4601770529172538,0.523219309347937
+SP-noOrth-noRec,text,private_only,False,100,37,0.490770701812808,0.45969127140824173,0.5227404673730757
+SP-noOrth-noRec,text,shared_only,False,100,37,0.490961175045963,0.45981785880279474,0.5228108243125318
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+{
+  "created_utc": "2026-09-23T17:24:56.852804+00:00",
+  "experiment": "TSFA-SPR: Temporal-Shared-Private Representation",
+  "sample_count": 100,
+  "video_id_count": 37,
+  "fold_count": 5,
+  "folds": [
+    {
+      "fold": 1,
+      "train_count": 80,
+      "heldout_count": 20,
+      "train_video_count": 31,
+      "heldout_video_count": 6,
+      "video_id_overlap": [],
+      "pca_train_slot_rows": 4000,
+      "raw_private_pca_components": 256
+    },
+    {
+      "fold": 2,
+      "train_count": 80,
+      "heldout_count": 20,
+      "train_video_count": 30,
+      "heldout_video_count": 7,
+      "video_id_overlap": [],
+      "pca_train_slot_rows": 4000,
+      "raw_private_pca_components": 256
+    },
+    {
+      "fold": 3,
+      "train_count": 80,
+      "heldout_count": 20,
+      "train_video_count": 29,
+      "heldout_video_count": 8,
+      "video_id_overlap": [],
+      "pca_train_slot_rows": 4000,
+      "raw_private_pca_components": 256
+    },
+    {
+      "fold": 4,
+      "train_count": 80,
+      "heldout_count": 20,
+      "train_video_count": 29,
+      "heldout_video_count": 8,
+      "video_id_overlap": [],
+      "pca_train_slot_rows": 4000,
+      "raw_private_pca_components": 256
+    },
+    {
+      "fold": 5,
+      "train_count": 80,
+      "heldout_count": 20,
+      "train_video_count": 29,
+      "heldout_video_count": 8,
+      "video_id_overlap": [],
+      "pca_train_slot_rows": 4000,
+      "raw_private_pca_components": 256
+    }
+  ],
+  "variants": [
+    "SP-noOrth-noRec",
+    "SP+Orth",
+    "SPR",
+    "SPR-noSharedContrastive"
+  ],
+  "baseline_controls": [
+    "TSFA-old",
+    "TSFA+RawPrivate",
+    "B0",
+    "B4"
+  ],
+  "alignment_models_retrained": false,
+  "temporal_branch": "Frozen M4_sourceTime fold checkpoint; its attention weights pool fold-standardized original BERT/eGeMAPS/DeiT features.",
+  "emotion_labels_used_for_factorizer_training": false,
+  "feature_extractors_changed": false,
+  "shared_encoder": "One common MLP reused across Text, Audio, Vision; no explicit time code/slot index input.",
+  "private_encoders": "Three modality-specific MLPs with independent parameters.",
+  "loss": "L_shared + lambda_o*L_orth + lambda_r*L_rec; L_orth only within modality; per-modality mean reconstruction loss.",
+  "shared_correspondence_interpretation": "Same-slot vs same-video shifted-slot proxy; not independent human alignment ground truth.",
+  "emotion_probe_protocol": {
+    "classification": "StandardScaler + LogisticRegression(C=0.05, max_iter=5000)",
+    "regression": "StandardScaler + Ridge(alpha=25), clipped to [-3, 3]",
+    "temporal_pooling": "50 slots to five consecutive 10-slot mean bins",
+    "all_scalers_fit_on_training_fold_only": true
+  },
+  "pca_control": "PCA fit on training-fold raw-private vectors over training video slots only; no emotion labels used.",
+  "paired_bootstrap": "2,000 video_id-cluster resamples; percentile 95% intervals; no multiple-comparison correction.",
+  "decomposition_diagnostics": {
+    "shared_private_factorization_supported": false,
+    "criteria": {
+      "private_source_probe_exceeds_shared_and_untrained_private_control_by_at_least_0_05": false,
+      "each_shared_pair_auc_at_least_0_60_and_shuffle_drop_at_least_0_05": false,
+      "both_stream_reconstruction_beats_each_single_stream": true
+    },
+    "spr_shared_source_probe_accuracy": 0.7289333333333333,
+    "spr_private_source_probe_accuracy": 0.9994666666666667,
+    "untrained_private_control_source_probe_accuracy": 1.0,
+    "spr_private_probe_gain_over_untrained_control": -0.0005333333333332746,
+    "private_minus_shared_source_probe_accuracy": 0.2705333333333334,
+    "shared_pair_checks": [
+      {
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+        "matched_vs_shifted_auc": 0.49831304927376363,
+        "slot_shuffle_auc": 0.4955911010755653,
+        "auc_drop_after_shuffle": 0.0027219481981983207,
+        "shared_correspondence_supported": false
+      },
+      {
+        "pair": "text-audio",
+        "matched_vs_shifted_auc": 0.5115870503156217,
+        "slot_shuffle_auc": 0.49898146626218043,
+        "auc_drop_after_shuffle": 0.012605584053441254,
+        "shared_correspondence_supported": false
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+      {
+        "pair": "text-vision",
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+        "slot_shuffle_auc": 0.4976403269596126,
+        "auc_drop_after_shuffle": 0.0017136979836981925,
+        "shared_correspondence_supported": false
+      }
+    ],
+    "reconstruction_mse_by_branch": {
+      "shared_only": 0.563333765342251,
+      "private_only": 0.4421985727274131,
+      "both": 0.4220905622318305
+    },
+    "normalized_cross_covariance_by_modality": {
+      "text": 0.5997944387688591,
+      "audio": 0.581767881730183,
+      "vision": 0.7318022905545436
+    },
+    "shared_norm_ratio_by_modality": {
+      "text": 0.2463289037977494,
+      "audio": 0.28401892939803025,
+      "vision": 0.21813397738274684
+    },
+    "interpretation": "The shared/private branches are distinguishable by source classification, but the no-private-loss control already identifies modality perfectly, so this is not evidence that training learned private semantic content. The shared stream also does not establish robust same-slot cross-modal correspondence; do not claim successful shared/private semantic disentanglement.",
+    "criteria_note": "These are operational descriptive checks for this small first pass, not inferential significance thresholds.",
+    "shared_correspondence": [
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+    ]
+  },
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+  },
+  "input_paths": {
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+    "feature_manifest": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/audit/manifest.csv",
+    "grouped_splits": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/method_comparison/splits.json",
+    "frozen_m4_checkpoint_root": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/alignment_debug/heldout",
+    "math_predictions_read_only": "/home/gloamxun/modeling_zhaocui/math/results/model_comparison/oof_predictions.csv",
+    "math_splits_read_only": "/home/gloamxun/modeling_zhaocui/math/results/model_comparison/split_assignments.csv",
+    "old_tsfa_predictions": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/tsfa_emotion_probe/emotion_probe_predictions.csv",
+    "raw_private_predictions": "/home/gloamxun/modeling_zhaocui/deep_learning/Q1/outputs/tsfa_av_private_ablation/predictions.csv"
+  },
+  "input_sha256": {
+    "feature_manifest": "bc07d5fb1ff104144cf845abf856c4e04da3caadda0c05d4b798a64a581bb35a",
+    "grouped_splits": "ccdcab416488fd3d94b762696f70411ebcd02346417cb7f1a5be70e7a1a6cf4d",
+    "math_predictions": "474426b05131e58f6614870838dc3ead21f79c2481b061d0b94f12cd7140fcc2",
+    "math_splits": "ac5aaea7a18dae2ef3881d46ef3daedc338058ad47c822574711b4cb40348f09",
+    "old_tsfa_predictions": "f53b4b47cf3d50e98f65219b10f844fb2fafbda61458dccf30c78963f55f7fe3",
+    "raw_private_predictions": "c222ee7c4f692586d4ef5f40deac38a6cf31539a8391a519a7d3317a2fa2e0b2",
+    "fold_01/M4_sourceTime": "ad2e5fb0db3a8891a831ad3d2c85dde59f0563bc41dc05fff10655589d37d1fc",
+    "fold_02/M4_sourceTime": "f77c6a46ec6424b7a52907bca81a0842ec0066ba9dec38b8e10bfbbf455a1a62",
+    "fold_03/M4_sourceTime": "de6fcfbaa57eab745b6ccfd7a19860589fccaa30b497813a3afdecb15956ac6c",
+    "fold_04/M4_sourceTime": "d0e50814377b5b98fbf70c3ca48431756b22391823629dab74c3192b8bfe1a3d",
+    "fold_05/M4_sourceTime": "787e28df330b9891f8ff24c6522d808bd0a1bac269f29c6f11dff55b8ba95d4e"
+  },
+  "outputs": [
+    "README.md",
+    "architecture.png",
+    "decomposition_assessment.json",
+    "dimension_control.png",
+    "dimension_control_summary.csv",
+    "emotion_probe_metrics.csv",
+    "emotion_probe_predictions.csv",
+    "emotion_regression_ablation.png",
+    "modality_probe_by_fold.csv",
+    "modality_probe_summary.csv",
+    "paired_contrasts.csv",
+    "private_source_ablation.csv",
+    "private_source_contribution.png",
+    "private_source_paired_contrasts.csv",
+    "reconstruction_branches.png",
+    "reconstruction_by_clip.csv",
+    "reconstruction_summary.csv",
+    "representation_diagnostics.csv",
+    "seed_summary.csv",
+    "shared_correspondence_by_clip.csv",
+    "shared_correspondence_summary.csv",
+    "shared_crossmodal_auc.png",
+    "shared_private_modality_probe.png",
+    "shared_private_norm_ratio.png",
+    "training_history.csv"
+  ],
+  "device": "cuda",
+  "gpu_name": "NVIDIA GeForce RTX 5070 Ti",
+  "python": "3.14.7",
+  "pytorch": "2.14.0+cu130",
+  "scikit_learn": "1.9.1",
+  "elapsed_seconds": 208.1612193584442,
+  "interpretation_limits": [
+    "Same-slot contrastive positives use M4 latent slots as a training convention, not human event-level ground truth.",
+    "Frozen M4 source-time weights can carry temporal prior information into the pooled features.",
+    "Emotion metrics are lightweight frozen-representation probes on only 100 clips from 37 source videos.",
+    "Only seed 42 is run in this first pass; bootstrap intervals do not capture representation seed uncertainty.",
+    "RawPrivate-PCA and SPR-dim-matched outputs have equal 256 dimensions per slot and 1280 pooled dimensions."
+  ]
+}
@@ -0,0 +1,6 @@
+seed,method,view,accuracy,macro_f1,mae,pearson,status
+42,TSFA-old,all_modalities,0.54,0.4310819293870141,0.8202796086668969,0.10443752941446603,first_seed_only; additional seeds conditional on separation diagnostics
+42,TSFA+RawPrivate,all_modalities,0.59,0.3900927013970492,0.5715452416241169,0.3678028818592164,first_seed_only; additional seeds conditional on separation diagnostics
+42,SPR,shared_unfused+private_all,0.56,0.38857214680744095,0.6967655114829541,0.07067944370969742,first_seed_only; additional seeds conditional on separation diagnostics
+42,SPR-dim-matched,SPR-dim-matched,0.55,0.31766680893441457,0.7007618999481201,0.059041191015689186,first_seed_only; additional seeds conditional on separation diagnostics
+42,RawPrivate-PCA,RawPrivate-PCA,0.56,0.2974099099099099,0.5592040391266346,0.25147190008110387,first_seed_only; additional seeds conditional on separation diagnostics
@@ -0,0 +1,13 @@
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@@ -0,0 +1,801 @@
+variant,fold,seed,epoch,loss,shared_loss,orthogonality_loss,reconstruction_loss
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+SPR,5,547,7,2.1988367795944215,1.9155746936798095,0.0957834355533123,0.27368375808000567
+SPR,5,547,8,2.1734549760818482,1.9115340948104858,0.09037908017635346,0.25288295447826387
+SPR,5,547,9,2.1517202854156494,1.9063010692596436,0.1026282325387001,0.23515641391277314
+SPR,5,547,10,2.126713275909424,1.8962589502334595,0.09169548377394676,0.22128478586673736
+SPR,5,547,11,2.104839634895325,1.8861188411712646,0.09093832820653916,0.20962697714567186
+SPR,5,547,12,2.0899866342544557,1.879662561416626,0.09086361154913902,0.20123771876096724
+SPR,5,547,13,2.0816190004348756,1.879872238636017,0.08826938644051552,0.1929197996854782
+SPR,5,547,14,2.071698236465454,1.8778736472129822,0.0809178464114666,0.1857327938079834
+SPR,5,547,15,2.046902799606323,1.8592070579528808,0.08601388856768608,0.1790943443775177
+SPR,5,547,16,2.0226548433303835,1.8419426202774047,0.07828503102064133,0.172883740067482
+SPR,5,547,17,2.014871120452881,1.8390816450119019,0.08229798451066017,0.16755967885255812
+SPR,5,547,18,2.008742940425873,1.8360399961471559,0.09636669009923934,0.16306626349687575
+SPR,5,547,19,1.9955237627029419,1.8306177020072938,0.0773812796920538,0.15716795176267623
+SPR,5,547,20,1.9693472146987916,1.8089969635009766,0.08351102955639363,0.15199914425611497
+SPR,5,547,21,1.9574539184570312,1.8016601085662842,0.07856152355670928,0.147937673330307
+SPR,5,547,22,1.9495157957077027,1.7972971320152282,0.08173888623714447,0.14404479861259462
+SPR,5,547,23,1.9389615654945374,1.7906139373779297,0.07505802176892758,0.14084180742502211
+SPR,5,547,24,1.925477969646454,1.7811423063278198,0.07119884677231311,0.1372157908976078
+SPR,5,547,25,1.9491981863975525,1.8063804507255554,0.08078397586941719,0.13473932817578316
+SPR,5,547,26,1.925796091556549,1.7852762818336487,0.0928891882300377,0.13123088404536248
+SPR,5,547,27,1.912980854511261,1.7778112053871156,0.07628417611122132,0.127541234344244
+SPR,5,547,28,1.8814909696578979,1.7496677041053772,0.07497996911406517,0.12432526648044587
+SPR,5,547,29,1.8666096687316895,1.7383557915687562,0.06852469220757484,0.12140141502022743
+SPR,5,547,30,1.8809357047080995,1.7553363204002381,0.06887385882437229,0.11871201768517495
+SPR,5,547,31,1.859690511226654,1.7351209759712218,0.07779462784528732,0.11679006665945053
+SPR,5,547,32,1.8630607843399047,1.7419180393218994,0.06607621870934963,0.11453512459993362
+SPR,5,547,33,1.8442967534065247,1.7258752465248108,0.06360559687018394,0.11206095740199089
+SPR,5,547,34,1.8345640063285829,1.7186267614364623,0.06676689572632313,0.10926056057214736
+SPR,5,547,35,1.8201353073120117,1.705979549884796,0.06613168641924858,0.10754261240363121
+SPR,5,547,36,1.8063432335853578,1.694071650505066,0.060077662393450734,0.10626382008194923
+SPR,5,547,37,1.8083162665367127,1.69763742685318,0.06418003216385841,0.10426085442304611
+SPR,5,547,38,1.7956157684326173,1.686012589931488,0.06685074977576733,0.10291811600327491
+SPR,5,547,39,1.7926719784736633,1.6843549847602843,0.061693274229764936,0.10214767903089524
+SPR,5,547,40,1.7972687005996704,1.690773344039917,0.06467193439602852,0.10002820640802383
+SPR-noSharedContrastive,5,547,1,0.5524449050426483,0.0,0.11737929061055183,0.5407069772481918
+SPR-noSharedContrastive,5,547,2,0.513532093167305,0.0,0.10714831799268723,0.5028172552585601
+SPR-noSharedContrastive,5,547,3,0.4471544474363327,0.0,0.08585361428558827,0.43856908977031706
+SPR-noSharedContrastive,5,547,4,0.36761891543865205,0.0,0.08788827657699586,0.3588300883769989
+SPR-noSharedContrastive,5,547,5,0.31439710557460787,0.0,0.07908840477466583,0.3064882606267929
+SPR-noSharedContrastive,5,547,6,0.27963886857032777,0.0,0.08489435128867626,0.2711494341492653
+SPR-noSharedContrastive,5,547,7,0.25282590091228485,0.0,0.07307577468454837,0.24551832377910615
+SPR-noSharedContrastive,5,547,8,0.23278613537549972,0.0,0.06669069714844227,0.22611706405878068
+SPR-noSharedContrastive,5,547,9,0.2180982008576393,0.0,0.08281420469284058,0.20981678366661072
+SPR-noSharedContrastive,5,547,10,0.20302906185388564,0.0,0.06514568515121937,0.1965144917368889
+SPR-noSharedContrastive,5,547,11,0.19123736917972564,0.0,0.06669799163937569,0.1845675677061081
+SPR-noSharedContrastive,5,547,12,0.18086110353469848,0.0,0.06285641379654408,0.17457546144723893
+SPR-noSharedContrastive,5,547,13,0.17130818367004394,0.0,0.06185551919043064,0.16512263119220733
+SPR-noSharedContrastive,5,547,14,0.1624512866139412,0.0,0.056611451879143716,0.156790142506361
+SPR-noSharedContrastive,5,547,15,0.15620062500238419,0.0,0.06054736487567425,0.15014588832855225
+SPR-noSharedContrastive,5,547,16,0.14865566417574883,0.0,0.05442838370800018,0.14321282655000686
+SPR-noSharedContrastive,5,547,17,0.14389744102954866,0.0,0.059597282111644743,0.13793771117925643
+SPR-noSharedContrastive,5,547,18,0.13965980038046838,0.0,0.06348629966378212,0.13331117033958434
+SPR-noSharedContrastive,5,547,19,0.13409076854586602,0.0,0.046887388825416564,0.12940202727913858
+SPR-noSharedContrastive,5,547,20,0.12917057573795318,0.0,0.053712406754493715,0.12379933595657348
+SPR-noSharedContrastive,5,547,21,0.12457117214798927,0.0,0.05420873984694481,0.11915029808878899
+SPR-noSharedContrastive,5,547,22,0.12101492434740066,0.0,0.05620061121881008,0.11539486348628998
+SPR-noSharedContrastive,5,547,23,0.11660117208957672,0.0,0.047661565616726874,0.11183501482009887
+SPR-noSharedContrastive,5,547,24,0.11422735303640366,0.0,0.04878102876245975,0.10934925004839897
+SPR-noSharedContrastive,5,547,25,0.11356279477477074,0.0,0.05224261172115803,0.10833853334188462
+SPR-noSharedContrastive,5,547,26,0.11187346279621124,0.0,0.057845688611269,0.1060888946056366
+SPR-noSharedContrastive,5,547,27,0.10819374471902847,0.0,0.044087245129048824,0.10378501936793327
+SPR-noSharedContrastive,5,547,28,0.10452025085687637,0.0,0.045971938967704774,0.09992305636405945
+SPR-noSharedContrastive,5,547,29,0.10098044723272323,0.0,0.04173954427242279,0.09680649191141129
+SPR-noSharedContrastive,5,547,30,0.09834780916571617,0.0,0.04427453950047493,0.09392035454511642
+SPR-noSharedContrastive,5,547,31,0.09721709042787552,0.0,0.05706995241343975,0.09151009544730186
+SPR-noSharedContrastive,5,547,32,0.09425191581249237,0.0,0.04602538403123617,0.08964937776327134
+SPR-noSharedContrastive,5,547,33,0.09185369312763214,0.0,0.042659326642751697,0.0875877596437931
+SPR-noSharedContrastive,5,547,34,0.0904981940984726,0.0,0.04619432650506496,0.08587876111268997
+SPR-noSharedContrastive,5,547,35,0.08839456588029862,0.0,0.04194734673947096,0.0841998316347599
+SPR-noSharedContrastive,5,547,36,0.08705896213650703,0.0,0.04024463593959808,0.083034498244524
+SPR-noSharedContrastive,5,547,37,0.08542644381523132,0.0,0.04151612240821123,0.08127483054995537
+SPR-noSharedContrastive,5,547,38,0.0851635068655014,0.0,0.046532171033322814,0.08051028922200203
+SPR-noSharedContrastive,5,547,39,0.08343407735228539,0.0,0.03822020888328552,0.07961205691099167
+SPR-noSharedContrastive,5,547,40,0.08203441649675369,0.0,0.040015244856476784,0.07803289219737053