{ "experiment": "Q3 first-round hierarchical counterfactual evidence attribution", "created_at_unix": 1790348609.3921933, "elapsed_seconds": 25.209044933319092, "seed": 20260924, "device": "cuda", "attachment4": { "version_dir": "/home/gloamxun/modeling_zhaocui/E题数据/附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本", "video_dir": "/home/gloamxun/modeling_zhaocui/E题数据/附件4-可解释专项视频样本与特征文件/附件4-可解释专项视频样本与特征文件/未对齐版本/videos" }, "attachment4_version": "unaligned_50", "attachment4_cases": 20, "coordinate_mode": "relative normalized progress", "physical_time_alignment": false, "time_mapping_limit": "estimated clip seconds equal normalized progress times video duration; original unaligned rows have no physical timestamps", "models": { "E0_EarlyConcat": { "checkpoint": "/home/gloamxun/modeling_zhaocui/final/experiments/q2/unaligned_deep_two_b128/models/B0_early_concat/seed_20260924/model_best.pt", "sha256": "19b3d21690447a0b38e26dc840f15e213a1d07a37b1ff1fe480e64976da4186b" }, "E1_E2_MoFE": { "checkpoint": "/home/gloamxun/modeling_zhaocui/final/experiments/q2/unaligned_deep_two_b128/models/B5_mofe_mlp/seed_20260924/model_best.pt", "sha256": "552b60e34102b346faa157012a32342e3806194f567570d260a0f99e0c98c3e8" } }, "scaler": { "path": "/home/gloamxun/modeling_zhaocui/final/experiments/q2/unaligned_deep_two_b128/unaligned_50_robust_stats.npz", "sha256": "e97c0ce405c9624074a66c901e2cd364a347a3dd262fd813df2e08e7d49bb369", "fit": "Q2 official training rows only" }, "shapley": { "coalitions": [ [], [ 0 ], [ 1 ], [ 2 ], [ 0, 1 ], [ 0, 2 ], [ 1, 2 ], [ 0, 1, 2 ] ], "class_value": "full-input predicted-class logit, fixed class across coalitions", "regression_value": "predicted intensity", "exact_enumeration": true, "max_completeness_residual": 4.440892098500626e-16 }, "interaction": "pairwise Shapley interaction index; positive values indicate synergistic logit/intensity interaction under this convention", "local_evidence": { "method": "leave out a 1, 3, or 5-bin contiguous window from one modality", "windows": [ 1, 3, 5 ], "scale_weights": [ 0.3333333333333333, 0.3333333333333333, 0.3333333333333333 ] }, "router_note": "MoFE router exposure is an internal routing summary, not prediction contribution; compare its rank with exact Shapley and deletion faithfulness.", "faithfulness": { "score": "fixed predicted-class logit", "comprehensiveness": "full score minus score after deleting top-ranked cells", "sufficiency": "full score minus score with only top-ranked cells retained", "deletion_auc_fraction_range": [ 0.0, 0.7 ], "mask_training_rates": [ 0.0, 0.1, 0.3, 0.5, 0.7 ], "limit": "isolated sparse masks may still differ from the contiguous masks used in training; 90% deletion/10% retention is not claimed as in-distribution" }, "validation_metrics": { "early_concat": { "n": 728, "accuracy": 0.6236263736263736, "macro_f1": 0.5779072819396367, "mae": 0.6614117622375488, "rmse": 0.8730906021125315, "pearson": 0.6092112225440192 }, "mofe": { "n": 728, "accuracy": 0.614010989010989, "macro_f1": 0.5661110562085216, "mae": 0.6426214575767517, "rmse": 0.8499163895044349, "pearson": 0.6013617546095743 } }, "validation_error_examples": 318, "q2_validation_reference": { "EarlyConcat": { "accuracy": 0.6236263736263736, "macro_f1": 0.5779072819396367, "mae": 0.6614056825637817, "rmse": 0.8730861646443621, "pearson": 0.6092134453424162 }, "MoFE-7": { "accuracy": 0.614010989010989, "macro_f1": 0.5661110562085216, "mae": 0.6426358222961426, "rmse": 0.8499269790699532, "pearson": 0.6013646920407029 } }, "tokenizer_available": true, "outputs": [ "attachment4_predictions.csv", "attachment4_modal_shapley.csv", "attachment4_pairwise_interactions.csv", "attachment4_local_evidence.csv", "attachment4_router_profiles.csv", "attachment4_router_local_evidence.csv", "attachment4_evidence_segments.csv", "faithfulness_by_sample.csv", "q3_method_comparison.csv", "explanation_cards/", "evidence_profiles/", "evidence_frames/", "typical_explanation_card.md", "validation_metrics.json", "validation_predictions.csv", "validation_errors.csv", "validation_error_attribution.csv" ], "typical_explanation_case": "04" }