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modeling_zhaocui/final/output/q3/mofe_router_heatmap_manifest.json
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{
"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"
]
}