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Add Q3 MoFE router visualizations and explanations

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gloamxun
2026-09-25 23:46:20 +08:00
parent adc9c2064b
commit a86560da64
258 changed files with 17686 additions and 585 deletions
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final/output/q3/first_round/q3_method_comparison.csv
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variant,backbone,explanation_method,validation_accuracy,validation_macro_f1,validation_mae,validation_rmse,validation_pearson,attachment4_cases,comprehensiveness_delete_10pct_mean,comprehensiveness_delete_30pct_mean,sufficiency_abs_gap_retain_10pct_mean,sufficiency_abs_gap_retain_30pct_mean,deletion_auc_0_70_mean_logit_drop,scale_stability_mean_spearman,router_shapley_mean_spearman,router_shapley_top1_agreement_rate
E0_EarlyConcat,EarlyConcat + BiGRU,exact Shapley + multiscale occlusion,0.6236263736263736,0.5779072819396367,0.6614117622375488,0.8730906021125315,0.6092112225440192,20,0.4599139286205173,1.1217660129070282,0.5246159449219704,0.25422920733690263,0.9156549779565207,0.9047463374768046,,
E1_MoFE_Router,MoFE-7 + MLP Router,"router weights, tested by counterfactual deletion",0.614010989010989,0.5661110562085216,0.6426214575767517,0.8499163895044349,0.6013617546095743,20,0.21003895588219165,0.8701988908462226,0.49544571414589883,0.24998579360544682,0.7925371142836022,,0.725,0.85
E2_MoFE_Shapley,MoFE-7 + MLP Router,exact Shapley + multiscale occlusion,0.614010989010989,0.5661110562085216,0.6426214575767517,0.8499163895044349,0.6013617546095743,20,0.3515274651348591,0.9817972692660988,0.41155125787481667,0.19497831985354425,0.8371464796829968,0.8822506774459532,0.725,0.85
1 variant backbone explanation_method validation_accuracy validation_macro_f1 validation_mae validation_rmse validation_pearson attachment4_cases comprehensiveness_delete_10pct_mean comprehensiveness_delete_30pct_mean sufficiency_abs_gap_retain_10pct_mean sufficiency_abs_gap_retain_30pct_mean deletion_auc_0_70_mean_logit_drop scale_stability_mean_spearman router_shapley_mean_spearman router_shapley_top1_agreement_rate
2 E0_EarlyConcat EarlyConcat + BiGRU exact Shapley + multiscale occlusion 0.6236263736263736 0.5779072819396367 0.6614117622375488 0.8730906021125315 0.6092112225440192 20 0.4599139286205173 1.1217660129070282 0.5246159449219704 0.25422920733690263 0.9156549779565207 0.9047463374768046
3 E1_MoFE_Router MoFE-7 + MLP Router router weights, tested by counterfactual deletion 0.614010989010989 0.5661110562085216 0.6426214575767517 0.8499163895044349 0.6013617546095743 20 0.21003895588219165 0.8701988908462226 0.49544571414589883 0.24998579360544682 0.7925371142836022 0.725 0.85
4 E2_MoFE_Shapley MoFE-7 + MLP Router exact Shapley + multiscale occlusion 0.614010989010989 0.5661110562085216 0.6426214575767517 0.8499163895044349 0.6013617546095743 20 0.3515274651348591 0.9817972692660988 0.41155125787481667 0.19497831985354425 0.8371464796829968 0.8822506774459532 0.725 0.85