Survival Analysis on MIMIC-IV (5-fold CV)
0.856C-indexTabDPT-MTLR
Evaluation Results
| Method | Links | |
|---|---|---|
| TabDPT-MTLRProtocol=Survival-aware Adaptation2026.06 | 0.856 | |
| TabICL-MTLRProtocol=Survival-aware Adaptation2026.06 | 0.856 | |
| DeepSurvProtocol=Deep Models2026.06 | 0.844 | |
| TabPFN-MTLRProtocol=Survival-aware Adaptation2026.06 | 0.841 | |
| DySurvProtocol=Deep Models2026.06 | 0.835 | |
| MLP-DeepHitProtocol=Deep Models2026.06 | 0.834 | |
| MLP-MTLRProtocol=Deep Models2026.06 | 0.827 | |
| RSFProtocol=Baselines2026.06 | 0.807 | |
| GBSAProtocol=Baselines2026.06 | 0.804 | |
| TabICL-ZSProtocol=Zero-Shot2026.06 | 0.802 | |
| TabPFN-ZSProtocol=Zero-Shot2026.06 | 0.801 | |
| Cox PHProtocol=Baselines2026.06 | 0.795 | |
| SurvTRACEProtocol=Deep Models2026.06 | 0.78 | |
| TabDPT-ZSProtocol=Zero-Shot2026.06 | 0.777 |