Survival Prediction on TCGA (5-fold cross-val)
0.758C-indexHGP-Mamba
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HGP-Mamba2026.03 | 0.758 | — | — | — | — | — | — | |
| CLAM-SB2026.03 | 0.742 | — | — | — | — | — | — | |
| SRMambaMIL2026.03 | 0.738 | — | — | — | — | — | — | |
| MambaMIL2026.03 | 0.737 | — | — | — | — | — | — | |
| BiMambaMIL2026.03 | 0.737 | — | — | — | — | — | — | |
| ABMIL2026.03 | 0.736 | — | — | — | — | — | — | |
| Mean-Pooling2026.03 | 0.732 | — | — | — | — | — | — | |
| TransMIL2026.03 | 0.731 | — | — | — | — | — | — | |
| CLAM-MB2026.03 | 0.726 | — | — | — | — | — | — | |
| Max-Pooling2026.03 | 0.689 | — | — | — | — | — | — | |
| AgeModel=Cox proportional hazards model2023.04 | — | 0.496 | 0.578 | 0.357 | 0.517 | 0.499 | 0.489 | |
| Age + Sex + GradeModel=Cox proportional hazards model2023.04 | — | 0.563 | 0.57 | 0.655 | 0.512 | 0.592 | 0.578 | |
| GradeModel=Cox proportional hazards model2023.04 | — | 0.597 | 0.515 | — | 0.547 | 0.552 | 0.553 | |
| SexModel=Cox proportional hazards model2023.04 | — | 0.49 | 0.489 | 0.542 | 0.486 | 0.529 | 0.507 | |
| SURVPATHMethod=Multi-modal survival prediction2023.04 | — | 0.655 | 0.625 | 0.673 | 0.6 | 0.592 | 0.629 |