Continual Survival Prediction on TCGA BLCA, UCEC, LUAD, BRCA (sequential cohorts)
0.6353Average C-Index (IPCW)EWC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EWCBuffer=-2026.07 | 0.6353 | 4.11 | 0.004 | |
| MergeSurv (VEA)Buffer=-2026.07 | 0.6294 | 1.59 | 0.0011 | |
| DERBuffer=32 WSIs2026.07 | 0.6246 | 3 | -0.0056 | |
| Joint trainingBuffer=-2026.07 | 0.6184 | — | — | |
| MergeSurv (OFA)Buffer=-2026.07 | 0.6133 | 6.39 | -0.0275 | |
| Naive fine-tuningBuffer=-2026.07 | 0.6099 | 2.82 | -0.0068 | |
| ERBuffer=32 WSIs2026.07 | 0.6082 | 5.7 | -0.0072 | |
| LwFBuffer=-2026.07 | 0.6045 | 2.64 | 0.0164 | |
| DER++Buffer=32 WSIs2026.07 | 0.6014 | 5.11 | -0.0288 |