Molecular and Clinical Classification on CPTAC COAD
95.9AUROCTabPFN-Wide
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TabPFN-Widefeatures=8k2025.10 | 95.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TabPFN-Widefeatures=8k, Category=No-Cat2025.10 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TabPFN-Widefeatures=5k2025.10 | 95.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TabPFN-Widefeatures=5k, Category=No-Cat2025.10 | 95.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TabPFN-Widefeatures=1.5k, Category=No-Cat2025.10 | 93.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RealMLP2025.10 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| XGBoost2025.10 | 92.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TabPFN-Widefeatures=1.5k2025.10 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Random Forest2025.10 | 91.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TabICL2025.10 | 82.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TabPFN v22025.10 | 71 | — | — | — | — | — | — | — | — | — | — | — | — | |
| COBRA-V2Backbone=Virchow-22024.11 | — | 64.2 | 37.1 | 60.6 | 41 | 32.2 | 62.9 | — | — | — | — | — | — | |
| COBRA-V2 (multi-FM)Backbone=Virchow-2, Inference Mode=Eq. (8)2024.11 | — | 66 | 40.4 | 61 | 43.9 | 25.4 | 62 | — | — | — | — | — | — | |
| COBRA†-GPBackbone=GigaPath [44], Inference Mode=Equation (8)2024.11 | — | — | — | — | — | — | — | 68.7 | 46.2 | 35.7 | 27.1 | 43.8 | 6.5 | |
| VirchowBackbone=Virchow [39]2024.11 | — | — | — | — | — | — | — | 40.5 | 26.3 | 34.1 | 4.6 | 51.7 | 19.5 |