| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| eICU Collaborative Research Database (test) | C-index56 | 81 | 15d ago | ||
| MIMIC-IV | kNNPFN | AUROC0.918 | 19 | 2mo ago | |
| eICU | CatB | AUROC98.2 | 19 | 2mo ago | |
| Sepsis (test) | SMART | AUPRC81.67 | 10 | 3mo ago | |
| MIMIC-IV | TRACER | IBS0.111 | 8 | 3mo ago | |
| PhysioNet Sepsis Challenge (test) | CKCNN | AUC0.895 | 6 | 3mo ago | |
| MIMIC-IV and eICU Collaborative Research Database v2.2 (5-fold cross-validation) | Our Full Method | AUC95.6 | 5 | 2mo ago | |
| Real-world ICU datasets | Our Full Method | Clinical Efficacy94 | 5 | 2mo ago | |
| MIMIC-IV v3.1 | EHRMamba | AUPRC75.3 | 4 | 2mo ago |
