Survival Analysis on UNOS
0.618Time-dependent C-indexKM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KMPredictor=KM, Framework=+ Ours2026.06 | 0.618 | 0.643 | 0.888 | 0.833 | 0.758 | 0.688 | |
| CoxPredictor=Cox, Framework=+ Ours2026.06 | 0.618 | 0.652 | 0.834 | 0.8 | 0.37 | 0.427 | |
| AFTPredictor=AFT, Framework=+ Ours2026.06 | 0.617 | 0.652 | 0.81 | 0.778 | 0.128 | 0.178 | |
| DeepSurvPredictor=DeepSurv, Framework=+ Ours2026.06 | 0.617 | 0.65 | 0.759 | 0.756 | 0.269 | 0.355 | |
| DeepHitPredictor=DeepHit, Framework=+ Ours2026.06 | 0.613 | 0.62 | 0.73 | 0.769 | 0.601 | 0.487 | |
| DEEPHITEvaluation Protocol=5-fold cross-validation2026.03 | 0.611 | — | — | — | — | — | |
| CoxPredictor=Cox, Framework=Standard2026.06 | 0.601 | 0.627 | 0.699 | 0.729 | 0.155 | 0.198 | |
| DeepSurvPredictor=DeepSurv, Framework=Standard2026.06 | 0.601 | 0.627 | 0.6 | 0.622 | 0.183 | 0.112 | |
| XGBEvaluation Protocol=5-fold cross-validation2026.03 | 0.599 | — | — | — | — | — | |
| AFTPredictor=AFT, Framework=Standard2026.06 | 0.599 | 0.636 | 0.6 | 0.682 | 0.068 | 0.081 | |
| DEEPSURVEvaluation Protocol=5-fold cross-validation2026.03 | 0.595 | — | — | — | — | — | |
| DeepHitPredictor=DeepHit, Framework=Standard2026.06 | 0.59 | 0.582 | 0.649 | 0.65 | 0.192 | 0.175 | |
| COXPHEvaluation Protocol=5-fold cross-validation2026.03 | 0.589 | — | — | — | — | — | |
| SICEvaluation Protocol=5-fold cross-validation2026.03 | 0.566 | — | — | — | — | — | |
| KMPredictor=KM, Framework=Standard2026.06 | 0.5 | 0.5 | 0.647 | 0.61 | 0.43 | 0.35 |