Survival Analysis on PBC (test)
0.0898IBS (Primary)SurvivalBoost
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SurvivalBoostModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.0898 | 0.0322 | 0.8745 | 0.9419 | — | — | |
| SurvivalBoost2025.12 | 0.0924 | 0.0329 | 0.8719 | 0.936 | — | — | |
| RSF-CRModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.0989 | 0.0412 | 0.8584 | 0.8803 | — | — | |
| RSF-CR2025.12 | 0.0995 | 0.0414 | 0.8584 | 0.8746 | — | — | |
| DKAJModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.1031 | 0.0394 | 0.8242 | 0.7885 | — | — | |
| DKAJ + SFTModel selection=best validation IBS, Evaluation protocol=10 random splits, SFT=true2025.12 | 0.1037 | 0.0384 | 0.8351 | 0.8792 | — | — | |
| cs-CoxModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.1052 | 0.0391 | 0.8295 | 0.9094 | — | — | |
| cs-Cox2025.12 | 0.1052 | 0.0391 | 0.8295 | 0.9094 | — | — | |
| NeuralFGModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.1055 | 0.0395 | 0.835 | 0.906 | — | — | |
| NeuralFG2025.12 | 0.106 | 0.039 | 0.8363 | 0.912 | — | — | |
| Fine-GrayModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.1086 | 0.0401 | 0.8212 | 0.8769 | — | — | |
| Fine-Gray2025.12 | 0.1086 | 0.0401 | 0.8212 | 0.8769 | — | — | |
| DSMModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.1103 | 0.0419 | 0.8331 | 0.8843 | — | — | |
| DSM2025.12 | 0.1185 | 0.0404 | 0.8319 | 0.9039 | — | — | |
| DKAJSFT=true2025.12 | 0.1241 | 0.0409 | 0.8415 | 0.9037 | — | — | |
| DKAJSFT=false2025.12 | 0.1248 | 0.0415 | 0.8413 | 0.9039 | — | — | |
| DeepHitModel selection=best validation IBS, Evaluation protocol=10 random splits2025.12 | 0.1259 | 0.0552 | 0.8243 | 0.805 | — | — | |
| DeepHit2025.12 | 0.1308 | 0.0785 | 0.8407 | 0.906 | — | — | |
| AdaCSMselection=Sparse top-22026.06 | — | — | — | — | 0.8218 | — | |
| AdaCSM2026.06 | — | — | — | — | 0.8181 | — | |
| AdaCSMQuantile=25th Percentile2026.06 | — | — | — | — | — | 0.1018 | |
| AdaCSMQuantile=50th Percentile2026.06 | — | — | — | — | — | 0.17 | |
| AdaCSMQuantile=75th Percentile2026.06 | — | — | — | — | — | 0.2129 | |
| AdaCSM (Top-2)Quantile=25th Percentile2026.06 | — | — | — | — | — | 0.1019 | |
| AdaCSM (Top-2)Quantile=50th Percentile2026.06 | — | — | — | — | — | 0.1703 | |
| AdaCSM (Top-2)Quantile=75th Percentile2026.06 | — | — | — | — | — | 0.2135 | |
| AFTdistribution=Weibull2025.12 | — | — | — | — | 0.7958 | — | |
| AFTdistribution=Log-normal2025.12 | — | — | — | — | 0.7993 | — | |
| AFTdistribution=Log-logistic2025.12 | — | — | — | — | 0.7958 | — | |
| Cox PH2026.06 | — | — | — | — | 0.8106 | — | |
| Cox PHQuantile=25th Percentile2026.06 | — | — | — | — | — | 0.0802 | |
| Cox PHQuantile=50th Percentile2026.06 | — | — | — | — | — | 0.1221 | |
| Cox PHQuantile=75th Percentile2026.06 | — | — | — | — | — | 0.1487 | |
| DCSM2026.06 | — | — | — | — | 0.8153 | — | |
| DCSMQuantile=25th Percentile2026.06 | — | — | — | — | — | 0.104 | |
| DCSMQuantile=50th Percentile2026.06 | — | — | — | — | — | 0.1767 | |
| DCSMQuantile=75th Percentile2026.06 | — | — | — | — | — | 0.1265 | |
| DeepAFTLoss/Approach=BuckleyJames2025.12 | — | — | — | — | 0.7729 | — | |
| DeepAFTLoss/Approach=IPCW2025.12 | — | — | — | — | 0.6474 | — | |
| DeepAFTLoss/Approach=Transform2025.12 | — | — | — | — | 0.6955 | — | |
| DeepSurv2026.06 | — | — | — | — | 0.8182 | — | |
| DeepSurvQuantile=25th Percentile2026.06 | — | — | — | — | — | 0.076 | |
| DeepSurvQuantile=50th Percentile2026.06 | — | — | — | — | — | 0.1202 | |
| DeepSurvQuantile=75th Percentile2026.06 | — | — | — | — | — | 0.1431 | |
| DSM2026.06 | — | — | — | — | 0.809 | — | |
| DSMQuantile=25th Percentile2026.06 | — | — | — | — | — | 0.0763 | |
| DSMQuantile=50th Percentile2026.06 | — | — | — | — | — | 0.113 | |
| DSMQuantile=75th Percentile2026.06 | — | — | — | — | — | 0.156 | |
| KAN-AFTLoss/Approach=BuckleyJames2025.12 | — | — | — | — | 0.7718 | — | |
| KAN-AFTLoss/Approach=IPCW2025.12 | — | — | — | — | 0.7947 | — | |
| KAN-AFTLoss/Approach=Transform2025.12 | — | — | — | — | 0.7787 | — |