{ "source": "Attachment 4 unaligned_50; Q2 MoFE seed_20260924 checkpoint and train-only robust scaler", "device": "cuda", "router_weight_definition": "alpha[t,e], the MoFE softmax weight assigned to each of the seven experts at a relative-progress bin; weights normalize over eligible experts for each bin", "router_heatmap_color_scale_min": 0.0, "router_heatmap_color_scale_max": 1.0, "router_heatmap_color_norm": "PowerNorm gamma=0.5; colorbar ticks retain raw alpha values", "conditions": [ { "case_id": "02", "condition": "完整输入", "prediction": "neutral", "intensity": 0.11008816212415695, "confidence": 0.4620336592197418, "visible_bin_counts": { "text": { "visible_bins": 50, "total_bins": 50, "missing_fraction": 0.0 }, "audio": { "visible_bins": 50, "total_bins": 50, "missing_fraction": 0.0 }, "vision": { "visible_bins": 50, "total_bins": 50, "missing_fraction": 0.0 } }, "masked_ranges_0based_start_end_exclusive": {}, "router_text_share": 0.35845422744750977, "router_audio_share": 0.28927531838417053, "router_vision_share": 0.3522704541683197 }, { "case_id": "02", "condition": "残缺:Text / Audio 各遮蔽 30%", "prediction": "positive", "intensity": -0.13957589864730835, "confidence": 0.3556613326072693, "visible_bin_counts": { "text": { "visible_bins": 35, "total_bins": 50, "missing_fraction": 0.30000000000000004 }, "audio": { "visible_bins": 35, "total_bins": 50, "missing_fraction": 0.30000000000000004 }, "vision": { "visible_bins": 50, "total_bins": 50, "missing_fraction": 0.0 } }, "masked_ranges_0based_start_end_exclusive": { "text": [ 5, 20 ], "audio": [ 18, 33 ] }, "router_text_share": 0.2992672622203827, "router_audio_share": 0.25927940011024475, "router_vision_share": 0.44145339727401733 }, { "case_id": "03", "condition": "完整输入", "prediction": "negative", "intensity": -0.61025071144104, "confidence": 0.6876164078712463, "visible_bin_counts": { "text": { "visible_bins": 50, "total_bins": 50, "missing_fraction": 0.0 }, "audio": { "visible_bins": 50, "total_bins": 50, "missing_fraction": 0.0 }, "vision": { "visible_bins": 50, "total_bins": 50, "missing_fraction": 0.0 } }, "masked_ranges_0based_start_end_exclusive": {}, "router_text_share": 0.35898107290267944, "router_audio_share": 0.291629433631897, "router_vision_share": 0.3493894934654236 }, { "case_id": "03", "condition": "残缺:Vision 遮蔽 30%", "prediction": "negative", "intensity": -0.6705005168914795, "confidence": 0.7000513672828674, "visible_bin_counts": { "text": { "visible_bins": 50, "total_bins": 50, "missing_fraction": 0.0 }, "audio": { "visible_bins": 50, "total_bins": 50, "missing_fraction": 0.0 }, "vision": { "visible_bins": 35, "total_bins": 50, "missing_fraction": 0.30000000000000004 } }, "masked_ranges_0based_start_end_exclusive": { "vision": [ 18, 33 ] }, "router_text_share": 0.39606449007987976, "router_audio_share": 0.3422035872936249, "router_vision_share": 0.26173192262649536 } ], "controlled_missing_note": "The partial examples are controlled masks, not native Attachment 4 missingness. The complete examples retain all 50 bins in all modalities.", "relative_time_limit": "The unaligned rows have no physical timestamps; frames and waveform are shown against normalized progress only.", "outputs": [ "mofe_router_heatmap_examples.png", "mofe_router_heatmap_examples.pdf", "mofe_router_heatmap_summary.csv", "mofe_router_heatmap_scores.csv" ] }