Survival Analysis on SEER (test)
0.0584IBS (Primary)SurvivalBoost
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SurvivalBoostModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.0584 | 0.0165 | 0.8424 | 0.8558 | — | — | — | — | — | — | |
| SurvivalBoost2025.12 | 0.0587 | 0.0164 | 0.8418 | 0.8583 | — | — | — | — | — | — | |
| RSF-CRModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.0599 | 0.0167 | 0.8346 | 0.8244 | — | — | — | — | — | — | |
| RSF-CR2025.12 | 0.0607 | 0.0168 | 0.835 | 0.8301 | — | — | — | — | — | — | |
| NeuralFGModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.0608 | 0.0166 | 0.7736 | 0.836 | — | — | — | — | — | — | |
| DKAJModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.0609 | 0.0167 | 0.8277 | 0.825 | — | — | — | — | — | — | |
| NeuralFG2025.12 | 0.0611 | 0.0166 | 0.7743 | 0.8362 | — | — | — | — | — | — | |
| DSMModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.0613 | 0.0171 | 0.7809 | 0.8407 | — | — | — | — | — | — | |
| DSM2025.12 | 0.0626 | 0.0186 | 0.7807 | 0.8422 | — | — | — | — | — | — | |
| Fine-GrayModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.0637 | 0.0165 | 0.8151 | 0.8478 | — | — | — | — | — | — | |
| Fine-Gray2025.12 | 0.0637 | 0.0165 | 0.8151 | 0.8478 | — | — | — | — | — | — | |
| cs-CoxModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.0638 | 0.0164 | 0.763 | 0.8415 | — | — | — | — | — | — | |
| cs-Cox2025.12 | 0.0638 | 0.0164 | 0.763 | 0.8415 | — | — | — | — | — | — | |
| DKAJSFT=false2025.12 | 0.0691 | 0.0169 | 0.8333 | 0.8598 | — | — | — | — | — | — | |
| DeepHitModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.0721 | 0.0228 | 0.8043 | 0.8134 | — | — | — | — | — | — | |
| DKAJ + SFTModel selection=best validation IBS, Evaluation protocol=10 random splits, SFT=true2025.12 | 0.0792 | 0.0197 | 0.8274 | 0.8316 | — | — | — | — | — | — | |
| DKAJSFT=true2025.12 | 0.0868 | 0.0216 | 0.8371 | 0.8597 | — | — | — | — | — | — | |
| DeepHit2025.12 | 0.0914 | 0.055 | 0.8239 | 0.8548 | — | — | — | — | — | — | |
| DeepHit2026.05 | — | — | — | — | 0.723 | 8 | 0.209 | 9 | 0.73 | 8.1 | |
| DeepSurv2026.05 | — | — | — | — | 0.729 | 4.9 | 0.081 | 2.4 | 0.748 | 3.8 | |
| RSF2026.05 | — | — | — | — | 0.731 | 4.5 | 0.082 | 5.3 | 0.738 | 7 | |
| SurvTRACE2026.05 | — | — | — | — | 0.725 | 5.8 | 0.082 | 5 | 0.739 | 5.5 | |
| TabSurvLAS2026.05 | — | — | — | — | 0.733 | 3.4 | 0.081 | 4 | 0.751 | 3 | |
| TabSurvLSbackbone=MLP2026.05 | — | — | — | — | 0.724 | 6.7 | 0.083 | 6.8 | 0.738 | 6.1 | |
| TabSurvLSbackbone=RealMLP2026.05 | — | — | — | — | 0.734 | 2.2 | 0.081 | 3.1 | 0.752 | 2.4 | |
| TabSurvWAS2026.05 | — | — | — | — | 0.729 | 5.3 | 0.082 | 4.1 | 0.745 | 5 | |
| TabSurvWSA2026.05 | — | — | — | — | 0.731 | 4.2 | 0.084 | 5.3 | 0.748 | 4.1 |