Survival Analysis on METABRIC
0.815Mean C-indexTabSurvLS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TabSurvLSArchitecture=MLP2026.05 | 0.815 | 1.4 | 0.093 | 1.9 | 0.836 | 1.4 | |
| TabSurvLAS2026.05 | 0.812 | 1.9 | 0.09 | 1.1 | 0.832 | 1.8 | |
| TabSurvWAS2026.05 | 0.805 | 3.3 | 0.104 | 4.1 | 0.793 | 4 | |
| RSF2026.05 | 0.8 | 3.6 | 0.106 | 4.7 | 0.806 | 3.3 | |
| TabSurvWSA2026.05 | 0.788 | 4.8 | 0.104 | 4 | 0.779 | 5 | |
| TabSurvLSArchitecture=RealMLP2026.05 | 0.713 | 7.4 | 0.111 | 6.3 | 0.755 | 6.8 | |
| DeepHit2026.05 | 0.71 | 7.8 | 0.171 | 8.9 | 0.744 | 7.5 | |
| DeepSurv2026.05 | 0.709 | 7.5 | 0.112 | 6.2 | 0.733 | 8.2 | |
| SurvTRACE2026.05 | 0.695 | 7.3 | 0.127 | 7.8 | 0.722 | 6.8 | |
| TabSA-BJEvaluation Protocol=Zero-shot, Backbone=TabPFN2026.06 | 0.651 | — | 0.202 | — | — | — | |
| Log-Normal AFTEvaluation Protocol=Classical (trained)2026.06 | 0.646 | — | 0.187 | — | — | — | |
| TabSA-BJEvaluation Protocol=Zero-shot, Backbone=TabICL2026.06 | 0.645 | — | 0.207 | — | — | — | |
| Cox PHEvaluation Protocol=Classical (trained)2026.06 | 0.643 | — | 0.185 | — | — | — | |
| Weibull AFTEvaluation Protocol=Classical (trained)2026.06 | 0.643 | — | 0.185 | — | — | — | |
| TabSA-BinEvaluation Protocol=Zero-shot, Backbone=TabPFN2026.06 | 0.642 | — | 0.184 | — | — | — | |
| TabSA-BinEvaluation Protocol=Zero-shot, Backbone=TabICL2026.06 | 0.642 | — | 0.185 | — | — | — | |
| TabSA-POEvaluation Protocol=Zero-shot, Backbone=TabPFN2026.06 | 0.637 | — | 0.206 | — | — | — | |
| RSFEvaluation Protocol=Classical (trained)2026.06 | 0.624 | — | 0.19 | — | — | — | |
| TabSA-CCAEvaluation Protocol=Zero-shot, Backbone=TabICL2026.06 | 0.624 | — | 0.216 | — | — | — | |
| TabSA-CCAEvaluation Protocol=Zero-shot, Backbone=TabPFN2026.06 | 0.619 | — | 0.229 | — | — | — | |
| TabSA-POEvaluation Protocol=Zero-shot, Backbone=TabICL2026.06 | 0.547 | — | 0.248 | — | — | — |