| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Survival Analysis | FLCHAIN | C-idx0.797 | 30 | |
| Survival prediction | FLCHAIN | IBS0.098 | 26 | |
| Survival Analysis | FLCHAIN (5-fold cross-validation) | Concordance0.928 | 25 | |
| IBS Estimation | FLCHAIN | Mean Absolute Error (IBS)0.032 | 20 | |
| Survival Analysis | FLCHAIN (test) | Brier Score0.0583 | 18 | |
| Survival modeling | FLCHAIN | ICI (Q2)0.0135 | 10 | |
| Survival Subtype Discovery | FLCHAIN | LogRank Statistic586.56 | 6 | |
| Survival Analysis | FLCHAIN (High Censoring) | C-Index0.7965 | 6 | |
| Survival model ranking recovery | FLCHAIN | Oracle Top-3 Recovery Frequency0.975 | 5 | |
| Survival Analysis | Flchain natural missingness | C-index0.74 | 5 |