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Benchmarks
Risk Prediction on TCGA-BRCA patient-level 5-fold CV
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0.735
C-index
HERO
0.5582
0.6041
0.65
0.6959
Jun 19, 2026
C-index
Updated 1mo ago
Evaluation Results
Method
Method
Links
C-index
HERO
backbone=LoRA-tuned Qw...
2026.06
0.735
SurvPath
reimplementation=true
2026.06
0.705
MOTCat
reimplementation=true
2026.06
0.685
MCAT
reimplementation=true
2026.06
0.665
VLM + TransMIL Top-64
backbone=LoRA-tuned Qw...
2026.06
0.665
SNNTrans
reimplementation=true
2026.06
0.645
MDAgent
reimplementation=true
2026.06
0.64
SNN
reimplementation=true
2026.06
0.62
TransMIL
2026.06
0.615
GPT-4o
reimplementation=true
2026.06
0.61
ABMIL
2026.06
0.59
VLM + Rand. Top-64
backbone=LoRA-tuned Qw...
2026.06
0.565
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