Survival Analysis on PBC
0.993C-indexSDPM
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SDPM2026.05 | 0.993 | — | — | — | — | — | — | — | — | — | |
| DeepSurv2026.05 | 0.983 | — | — | — | — | — | — | — | — | — | |
| RSF2026.05 | 0.963 | — | — | — | — | — | — | — | — | — | |
| DeepHit2026.05 | 0.957 | — | — | — | — | — | — | — | — | — | |
| GBM-Weibull2026.05 | 0.956 | — | — | — | — | — | — | — | — | — | |
| GBM-KM2026.05 | 0.955 | — | — | — | — | — | — | — | — | — | |
| AdaCSM (Top-2)Quantile=25th Percentile2026.06 | 0.8814 | — | — | — | — | — | — | — | — | — | |
| AdaCSMQuantile=25th Percentile2026.06 | 0.88 | — | — | — | — | — | — | — | — | — | |
| DCSMQuantile=25th Percentile2026.06 | 0.8777 | — | — | — | — | — | — | — | — | — | |
| DSMQuantile=25th Percentile2026.06 | 0.8775 | — | — | — | — | — | — | — | — | — | |
| DeepSurvQuantile=25th Percentile2026.06 | 0.8754 | — | — | — | — | — | — | — | — | — | |
| Cox PHQuantile=25th Percentile2026.06 | 0.863 | — | — | — | — | — | — | — | — | — | |
| AdaCSMQuantile=50th Percentile2026.06 | 0.8555 | — | — | — | — | — | — | — | — | — | |
| AdaCSM (Top-2)Quantile=50th Percentile2026.06 | 0.8539 | — | — | — | — | — | — | — | — | — | |
| DeepSurvQuantile=50th Percentile2026.06 | 0.8525 | — | — | — | — | — | — | — | — | — | |
| DCSMQuantile=50th Percentile2026.06 | 0.8499 | — | — | — | — | — | — | — | — | — | |
| DSMQuantile=50th Percentile2026.06 | 0.8447 | — | — | — | — | — | — | — | — | — | |
| Cox PHQuantile=50th Percentile2026.06 | 0.8445 | — | — | — | — | — | — | — | — | — | |
| FoGSTraining Data Source=Synthetic (FoGS-filtered)2026.06 | 0.8443 | — | — | — | — | — | — | — | 6.96 | 59.98 | |
| AdaCSMQuantile=75th Percentile2026.06 | 0.8346 | — | — | — | — | — | — | — | — | — | |
| AdaCSM (Top-2)Quantile=75th Percentile2026.06 | 0.8334 | — | — | — | — | — | — | — | — | — | |
| DeepSurvQuantile=75th Percentile2026.06 | 0.8306 | — | — | — | — | — | — | — | — | — | |
| DSMQuantile=75th Percentile2026.06 | 0.8254 | — | — | — | — | — | — | — | — | — | |
| DCSMQuantile=75th Percentile2026.06 | 0.8248 | — | — | — | — | — | — | — | — | — | |
| Cox PHQuantile=75th Percentile2026.06 | 0.8217 | — | — | — | — | — | — | — | — | — | |
| Real-data baselineTraining Data Source=Real2026.06 | 0.7804 | — | — | — | — | — | — | — | 8.54 | — | |
| COXPHEvaluation Protocol=5-fold cross-validation2026.03 | — | 0.79 | — | — | — | — | — | — | — | — | |
| DeepHit2026.05 | — | 0.949 | 8.5 | 0.232 | 8.6 | 95.2 | 7.7 | — | — | — | |
| DeepHit2026.05 | — | — | — | — | — | — | — | 97.6 | — | — | |
| DeepHit2026.05 | — | — | — | 0.103 | — | — | — | — | — | — | |
| DEEPHITEvaluation Protocol=5-fold cross-validation2026.03 | — | 0.812 | — | — | — | — | — | — | — | — | |
| DeepSurv2026.05 | — | 0.983 | 5.3 | 0.028 | 2.4 | 99.1 | 4.9 | — | — | — | |
| DeepSurv2026.05 | — | — | — | — | — | — | — | 99.4 | — | — | |
| DeepSurv2026.05 | — | — | — | 0.021 | — | — | — | — | — | — | |
| DEEPSURVEvaluation Protocol=5-fold cross-validation2026.03 | — | 0.793 | — | — | — | — | — | — | — | — | |
| GBM-KM2026.05 | — | — | — | — | — | — | — | 95.7 | — | — | |
| GBM-KM2026.05 | — | — | — | 0.037 | — | — | — | — | — | — | |
| GBM-Weibull2026.05 | — | — | — | — | — | — | — | 95.7 | — | — | |
| GBM-Weibull2026.05 | — | — | — | 0.084 | — | — | — | — | — | — | |
| RSF2026.05 | — | 0.964 | 8.1 | 0.069 | 7.1 | 96.7 | 7.5 | — | — | — | |
| RSF2026.05 | — | — | — | — | — | — | — | 97.3 | — | — | |
| RSF2026.05 | — | — | — | 0.053 | — | — | — | — | — | — | |
| SDPM2026.05 | — | — | — | — | — | — | — | 99.8 | — | — | |
| SDPM2026.05 | — | — | — | 0.011 | — | — | — | — | — | — | |
| SICEvaluation Protocol=5-fold cross-validation2026.03 | — | 0.819 | — | — | — | — | — | — | — | — | |
| SurvTRACE2026.05 | — | 0.977 | 4.2 | 0.219 | 8 | 99.3 | 3.5 | — | — | — | |
| TabSurvLAS2026.05 | — | 0.993 | 3.4 | 0.033 | 4 | 99.2 | 3.9 | — | — | — | |
| TabSurvLSBackbone=MLP2026.05 | — | 0.981 | 5.4 | 0.046 | 4.5 | 98.5 | 5.5 | — | — | — | |
| TabSurvLSBackbone=RealMLP2026.05 | — | 0.969 | 7 | 0.057 | 6 | 95.5 | 8.6 | — | — | — | |
| TabSurvWAS2026.05 | — | 0.997 | 1.6 | 0.023 | 1.7 | 99.9 | 1.8 | — | — | — | |
| TabSurvWSA2026.05 | — | 0.997 | 1.5 | 0.029 | 2.7 | 99.9 | 1.6 | — | — | — | |
| XGBEvaluation Protocol=5-fold cross-validation2026.03 | — | 0.814 | — | — | — | — | — | — | — | — |