Risk Prediction on TCGA-BRCA patient-level 5-fold CV
0.735C-indexHERO
Evaluation Results
| Method | Links | |
|---|---|---|
| HERObackbone=LoRA-tuned Qwen2.5-VL-7B2026.06 | 0.735 | |
| SurvPathreimplementation=true2026.06 | 0.705 | |
| MOTCatreimplementation=true2026.06 | 0.685 | |
| MCATreimplementation=true2026.06 | 0.665 | |
| VLM + TransMIL Top-64backbone=LoRA-tuned Qwen2.5-VL-7B, retrieval=TransMIL-selected Top-64 evidence2026.06 | 0.665 | |
| SNNTransreimplementation=true2026.06 | 0.645 | |
| MDAgentreimplementation=true2026.06 | 0.64 | |
| SNNreimplementation=true2026.06 | 0.62 | |
| TransMIL2026.06 | 0.615 | |
| GPT-4oreimplementation=true2026.06 | 0.61 | |
| ABMIL2026.06 | 0.59 | |
| VLM + Rand. Top-64backbone=LoRA-tuned Qwen2.5-VL-7B, retrieval=Random Top-64 evidence2026.06 | 0.565 |