Survival Analysis on WHAS500
0.802Time-dependent C-indexRSF
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| RSF2026.05 | 0.802 | — | — | — | — | — | — | — | — | |
| TabSurvLSBackbone=MLP2026.05 | 0.801 | 2 | 0.163 | 3.8 | 0.826 | 3.4 | — | — | — | |
| TabSurvWAS2026.05 | 0.801 | 2.7 | 0.153 | 2 | 0.826 | 3.8 | — | — | — | |
| TabSurvWSA2026.05 | 0.795 | 4.1 | 0.198 | 4.3 | 0.809 | 5.9 | — | — | — | |
| RSF2026.05 | 0.793 | 4.1 | 0.162 | 4.8 | 0.839 | 2.8 | — | — | — | |
| SDPM2026.05 | 0.788 | — | — | — | — | — | — | — | — | |
| DeepHit2026.05 | 0.784 | — | — | — | — | — | — | — | — | |
| DeepSurv2026.05 | 0.783 | 5.8 | 0.16 | 3.5 | 0.811 | 6.2 | — | — | — | |
| TabSurvLAS2026.05 | 0.782 | 6 | 0.163 | 4.5 | 0.828 | 4.3 | — | — | — | |
| DeepHit2026.05 | 0.78 | 6.2 | 0.194 | 6.5 | 0.82 | 5.7 | — | — | — | |
| TabSA-BJEvaluation Protocol=Zero-shot, Backbone=TabICL2026.06 | 0.78 | — | — | — | — | — | 0.191 | — | — | |
| TabSA-BinEvaluation Protocol=Zero-shot, Backbone=TabPFN2026.06 | 0.779 | — | — | — | — | — | 0.166 | — | — | |
| TabSA-BinEvaluation Protocol=Zero-shot, Backbone=TabICL2026.06 | 0.779 | — | — | — | — | — | 0.165 | — | — | |
| DeepSurv2026.05 | 0.778 | — | — | — | — | — | — | — | — | |
| SurvTRACE2026.05 | 0.777 | 6.2 | 0.35 | 8.2 | 0.801 | 5.8 | — | — | — | |
| TabSA-BJEvaluation Protocol=Zero-shot, Backbone=TabPFN2026.06 | 0.776 | — | — | — | — | — | 0.191 | — | — | |
| GBM-KM2026.05 | 0.775 | — | — | — | — | — | — | — | — | |
| Weibull AFTEvaluation Protocol=Classical (trained)2026.06 | 0.769 | — | — | — | — | — | 0.169 | — | — | |
| Cox PHEvaluation Protocol=Classical (trained)2026.06 | 0.768 | — | — | — | — | — | 0.168 | — | — | |
| Log-Normal AFTEvaluation Protocol=Classical (trained)2026.06 | 0.767 | — | — | — | — | — | 0.171 | — | — | |
| TabSA-POEvaluation Protocol=Zero-shot, Backbone=TabICL2026.06 | 0.767 | — | — | — | — | — | 0.202 | — | — | |
| COXPHEvaluation Protocol=5-fold cross-validation2026.03 | 0.766 | — | — | — | — | — | — | — | — | |
| DEEPHITEvaluation Protocol=5-fold cross-validation2026.03 | 0.765 | — | — | — | — | — | — | — | — | |
| TabSurvLSBackbone=RealMLP2026.05 | 0.763 | 8 | 0.2 | 7.4 | 0.803 | 7 | — | — | — | |
| XGBEvaluation Protocol=5-fold cross-validation2026.03 | 0.758 | — | — | — | — | — | — | — | — | |
| DEEPSURVEvaluation Protocol=5-fold cross-validation2026.03 | 0.754 | — | — | — | — | — | — | — | — | |
| SICEvaluation Protocol=5-fold cross-validation2026.03 | 0.752 | — | — | — | — | — | — | — | — | |
| TabSA-CCAEvaluation Protocol=Zero-shot, Backbone=TabICL2026.06 | 0.75 | — | — | — | — | — | 0.267 | — | — | |
| RSFEvaluation Protocol=Classical (trained)2026.06 | 0.745 | — | — | — | — | — | 0.162 | — | — | |
| GBM-Weibull2026.05 | 0.741 | — | — | — | — | — | — | — | — | |
| TabSA-POEvaluation Protocol=Zero-shot, Backbone=TabPFN2026.06 | 0.74 | — | — | — | — | — | 0.182 | — | — | |
| TabSA-CCAEvaluation Protocol=Zero-shot, Backbone=TabPFN2026.06 | 0.699 | — | — | — | — | — | 0.311 | — | — | |
| Cox PHProtocol=Baselines2026.06 | — | — | — | — | — | — | — | 0.752 | — | |
| DeepHit2026.05 | — | — | — | — | — | — | 0.184 | — | — | |
| DeepHit2026.05 | — | — | — | — | — | — | — | 0.754 | — | |
| DeepSurv2026.05 | — | — | — | — | — | — | 0.159 | — | — | |
| DeepSurv2026.05 | — | — | — | — | — | — | — | 0.758 | — | |
| DeepSurvProtocol=Deep Models2026.06 | — | — | — | — | — | — | — | 0.757 | — | |
| DP-BasedConfiguration=DP-Based TSF2025.01 | — | — | — | — | — | — | — | — | 0.787 | |
| DySurvProtocol=Deep Models2026.06 | — | — | — | — | — | — | — | 0.751 | — | |
| GBM-KM2026.05 | — | — | — | — | — | — | 0.183 | — | — | |
| GBM-KM2026.05 | — | — | — | — | — | — | — | 0.751 | — | |
| GBM-Weibull2026.05 | — | — | — | — | — | — | 0.193 | — | — | |
| GBM-Weibull2026.05 | — | — | — | — | — | — | — | 0.704 | — | |
| GBSAProtocol=Baselines2026.06 | — | — | — | — | — | — | — | 0.758 | — | |
| MLP-DeepHitProtocol=Deep Models2026.06 | — | — | — | — | — | — | — | 0.716 | — | |
| MLP-MTLRProtocol=Deep Models2026.06 | — | — | — | — | — | — | — | 0.72 | — | |
| RSF2026.05 | — | — | — | — | — | — | 0.16 | — | — | |
| RSF2026.05 | — | — | — | — | — | — | — | 0.767 | — | |
| RSFProtocol=Baselines2026.06 | — | — | — | — | — | — | — | 0.778 | — | |
| SDPM2026.05 | — | — | — | — | — | — | 0.161 | — | — | |
| SDPM2026.05 | — | — | — | — | — | — | — | 0.76 | — | |
| SourceConfiguration=Pretrained on SEER, no fine-tuning2025.01 | — | — | — | — | — | — | — | — | 0.7994 | |
| SurvTRACEProtocol=Deep Models2026.06 | — | — | — | — | — | — | — | 0.662 | — | |
| TabDPT-MTLRProtocol=Survival-aware Adaptation2026.06 | — | — | — | — | — | — | — | 0.775 | — | |
| TabDPT-ZSProtocol=Zero-Shot2026.06 | — | — | — | — | — | — | — | 0.661 | — | |
| TabICL-MTLRProtocol=Survival-aware Adaptation2026.06 | — | — | — | — | — | — | — | 0.783 | — | |
| TabICL-ZSProtocol=Zero-Shot2026.06 | — | — | — | — | — | — | — | 0.681 | — | |
| TabPFN-MTLRProtocol=Survival-aware Adaptation2026.06 | — | — | — | — | — | — | — | 0.76 | — | |
| TabPFN-ZSProtocol=Zero-Shot2026.06 | — | — | — | — | — | — | — | 0.671 | — | |
| Target (RSF)Configuration=Only target data2025.01 | — | — | — | — | — | — | — | — | 0.7791 | |
| TSFTk parameter=T12025.01 | — | — | — | — | — | — | — | — | 0.8111 | |
| TSFTk parameter=T22025.01 | — | — | — | — | — | — | — | — | 0.804 | |
| TSFTk parameter=T32025.01 | — | — | — | — | — | — | — | — | 0.7943 | |
| TSFTk parameter=T42025.01 | — | — | — | — | — | — | — | — | 0.7913 | |
| TSFTk parameter=T∞2025.01 | — | — | — | — | — | — | — | — | 0.7969 |