Survival Analysis on FLCHAIN (5-fold cross-validation)
0.928ConcordanceTabICL-MTLR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TabICL-MTLRProtocol=Survival-aware Adaptation2026.06 | 0.928 | — | |
| DeepSurvProtocol=Deep Models2026.06 | 0.927 | — | |
| GBSAProtocol=Baselines2026.06 | 0.926 | — | |
| MLP-MTLRProtocol=Deep Models2026.06 | 0.924 | — | |
| TabPFN-MTLRProtocol=Survival-aware Adaptation2026.06 | 0.924 | — | |
| MLP-DeepHitProtocol=Deep Models2026.06 | 0.923 | — | |
| DySurvProtocol=Deep Models2026.06 | 0.918 | — | |
| SurvTRACEProtocol=Deep Models2026.06 | 0.918 | — | |
| RSFProtocol=Baselines2026.06 | 0.913 | — | |
| TabPFN-ZSProtocol=Zero-Shot2026.06 | 0.913 | — | |
| TabICL-ZSProtocol=Zero-Shot2026.06 | 0.911 | — | |
| Cox PHProtocol=Baselines2026.06 | 0.899 | — | |
| TabDPT-MTLRProtocol=Survival-aware Adaptation2026.06 | 0.886 | — | |
| TabDPT-ZSProtocol=Zero-Shot2026.06 | 0.885 | — | |
| Cox-Timevalidation=5-fold cross-validation2019.10 | 0.793 | — | |
| CoxCCvalidation=5-fold cross-validation2019.10 | 0.792 | — | |
| DeepSurvvalidation=5-fold cross-validation2019.10 | 0.792 | — | |
| Logistic-Hazardvalidation=5-fold cross-validation2019.10 | 0.792 | — | |
| DeepHitvalidation=5-fold cross-validation2019.10 | 0.791 | — | |
| PC-Hazardvalidation=5-fold cross-validation2019.10 | 0.791 | — | |
| Cox Regressionvalidation=5-fold cross-validation2019.10 | 0.79 | — | |
| Logistic-Hazardinterpolation=CHI, validation=5-fold cross-validation2019.10 | 0.79 | — | |
| Logistic-Hazardinterpolation=CDI, validation=5-fold cross-validation2019.10 | 0.79 | — | |
| PMFvalidation=5-fold cross-validation2019.10 | 0.786 | — | |
| RSFvalidation=5-fold cross-validation2019.10 | 0.784 | — | |
| Cox RegressionValidation=5-fold cross-validation2019.10 | — | 0.0961 | |
| Cox-TimeValidation=5-fold cross-validation2019.10 | — | 0.0925 | |
| CoxCCValidation=5-fold cross-validation2019.10 | — | 0.0924 | |
| DeepHitValidation=5-fold cross-validation2019.10 | — | 0.0929 | |
| DeepSurvValidation=5-fold cross-validation2019.10 | — | 0.0919 | |
| Logistic-HazardValidation=5-fold cross-validation2019.10 | — | 0.0918 | |
| Logistic-Hazard (CDI)Validation=5-fold cross-validation2019.10 | — | 0.0917 | |
| Logistic-Hazard (CHI)Validation=5-fold cross-validation2019.10 | — | 0.0919 | |
| PC-HazardValidation=5-fold cross-validation2019.10 | — | 0.0918 | |
| PMFValidation=5-fold cross-validation2019.10 | — | 0.0924 | |
| RSFValidation=5-fold cross-validation2019.10 | — | 0.0928 |