| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Irregular Medical Time Series Classification | P12 | AUROC88.1 | 18 | |
| Multivariate time series classification | P12 | AUROC87.5 | 15 | |
| Time-series Classification | P12 | Accuracy86.2 | 14 | |
| Multivariate imputation | P12 L=48 (test) | MSE0.822 | 12 | |
| in-hospital mortality prediction | P12 (test) | AUROC87.8 | 12 | |
| Length of Stay in ICU prediction | P12 (test) | Mean AUPRC97.41 | 9 | |
| In-hospital mortality prediction | P12 | ECE4 | 7 | |
| Multivariate clinical time-series classification | P12 (test) | AUROC81.89 | 3 | |
| Clinical Reasoning Quality Evaluation | P12 (200 randomly sampled cases) | Interpretive Summary Score (I)3.429 | 2 |