| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| eICU Collaborative Research Database (test) | C-index56 | 81 | 2mo ago | ||
| Sepsis (test) | SMART | AUPRC81.67 | 22 | 1mo ago | |
| MIMIC-IV | kNNPFN | AUROC0.918 | 19 | 3mo ago | |
| eICU | CatB | AUROC98.2 | 19 | 3mo ago | |
| MIMIC-IV | TRACER | IBS0.111 | 8 | 5mo ago | |
| PhysioNet Sepsis Challenge (test) | CKCNN | AUC0.895 | 6 | 5mo ago | |
| PhysioNet Challenge 2019 (held-out source-unit environment) | EBER | AUROC0.74 | 5 | 1mo ago | |
| MIMIC-IV and eICU Collaborative Research Database v2.2 (5-fold cross-validation) | Our Full Method | AUC95.6 | 5 | 4mo ago | |
| Real-world ICU datasets | Our Full Method | Clinical Efficacy94 | 5 | 4mo ago | |
| MIMIC-IV v3.1 | EHRMamba | AUPRC75.3 | 4 | 3mo ago | |
| Multi-center clinical dataset (three tertiary hospitals) | Centralized end-to-end autoencoder–MLP | ROC AUC0.9027 | 3 | 1mo ago |
