PR Status Prediction on TCGA-BRCA patient-level 5-fold CV
97.8AUCHERO
Evaluation Results
| Method | Links | |
|---|---|---|
| HERObackbone=LoRA-tuned Qwen2.5-VL-7B2026.06 | 97.8 | |
| SurvPathreimplementation=true2026.06 | 95.7 | |
| MOTCatreimplementation=true2026.06 | 94.8 | |
| MCATreimplementation=true2026.06 | 93.5 | |
| MDAgentreimplementation=true2026.06 | 91.5 | |
| SNNTransreimplementation=true2026.06 | 91.2 | |
| VLM + TransMIL Top-64backbone=LoRA-tuned Qwen2.5-VL-7B, retrieval=TransMIL-selected Top-64 evidence2026.06 | 90.5 | |
| SNNreimplementation=true2026.06 | 88.5 | |
| GPT-4oreimplementation=true2026.06 | 88 | |
| TransMIL2026.06 | 76.3 | |
| ABMIL2026.06 | 75.5 | |
| VLM + Rand. Top-64backbone=LoRA-tuned Qwen2.5-VL-7B, retrieval=Random Top-64 evidence2026.06 | 72 |