Survival Analysis on TCGA-GBM
0.883C-index (Mean)SDPM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SDPM2026.05 | 0.883 | — | — | — | — | — | — | — | |
| GBM-KM2026.05 | 0.881 | — | — | — | — | — | — | — | |
| DeepHit2026.05 | 0.874 | — | — | — | — | — | — | — | |
| GBM-Weibull2026.05 | 0.873 | — | — | — | — | — | — | — | |
| DeepHit2026.05 | 0.868 | 1.3 | 0.084 | 8.7 | 92.3 | 2 | — | — | |
| TabSurvLS(MLP)Backbone=MLP2026.05 | 0.863 | 3.1 | 0.062 | 1.9 | 91.8 | 4.4 | — | — | |
| TabSurvWSA2026.05 | 0.862 | 3.5 | 0.074 | 6 | 91.8 | 4.5 | — | — | |
| TabSurvLAS2026.05 | 0.861 | 3.8 | 0.066 | 3.5 | 91.5 | 5.7 | — | — | |
| TabSurvWAS2026.05 | 0.861 | 3.7 | 0.065 | 3.2 | 91.7 | 4.7 | — | — | |
| TabSurvLS(RealMLP)Backbone=RealMLP2026.05 | 0.853 | 6 | 0.063 | 2.2 | 91.3 | 6.5 | — | — | |
| DeepSurv2026.05 | 0.852 | — | — | — | — | — | — | — | |
| RSF2026.05 | 0.851 | — | — | — | — | — | — | — | |
| RSF2026.05 | 0.847 | 7.2 | 0.073 | 6.5 | 92.4 | 1.9 | — | — | |
| DeepSurv2026.05 | 0.841 | 8 | 0.072 | 5.9 | 89.2 | 8.8 | — | — | |
| SurvTRACE2026.05 | 0.837 | 8.3 | 0.077 | 7 | 91 | 6.7 | — | — | |
| IntegrAODownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.654 | — | — | — | — | — | — | 1 | |
| LWRDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.651 | — | — | — | — | — | — | 2 | |
| MINDDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.647 | — | — | — | — | — | — | 3 | |
| MSNEDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.642 | — | — | — | — | — | — | 4 | |
| JASMINEDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.634 | — | — | — | — | — | — | 5 | |
| DeepHit2026.05 | — | — | — | — | — | — | 0.929 | — | |
| DeepHit2026.05 | — | — | 0.087 | — | — | — | — | — | |
| DeepSurv2026.05 | — | — | — | — | — | — | 0.906 | — | |
| DeepSurv2026.05 | — | — | 0.071 | — | — | — | — | — | |
| GBM-KM2026.05 | — | — | — | — | — | — | 0.935 | — | |
| GBM-KM2026.05 | — | — | 0.057 | — | — | — | — | — | |
| GBM-Weibull2026.05 | — | — | — | — | — | — | 0.871 | — | |
| GBM-Weibull2026.05 | — | — | 0.092 | — | — | — | — | — | |
| RSF2026.05 | — | — | — | — | — | — | 0.929 | — | |
| RSF2026.05 | — | — | 0.067 | — | — | — | — | — | |
| SDPM2026.05 | — | — | — | — | — | — | 0.931 | — | |
| SDPM2026.05 | — | — | 0.053 | — | — | — | — | — |