| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Tabular Anomaly Detection | Arrhythmia | AUC-ROC0.836 | 30 | |
| Anomaly Detection | arrhythmia | AUPRC72.98 | 27 | |
| Imbalanced Classification | arrhythmia | F1 Score86 | 25 | |
| Outlier Detection | Arrhythmia | AUC-ROC82 | 22 | |
| Outlier Detection | Arrhythmia | AP51.8 | 22 | |
| Anomaly Detection | Arrhythmia | AUC-ROC83.16 | 17 | |
| Anomaly Detection | arrhythmia | AUC0.852 | 16 | |
| Anomaly Detection | arrhythmia In-Domain | F1 Score60.61 | 10 | |
| Anomaly Detection | Arrhythmia | F1 Score69 | 8 | |
| Outlier Detection | arrhythmia (452, 274) (full) | Recall34.94 | 7 | |
| Classification | arrhythmia | Balanced Accuracy61.461 | 7 | |
| Anomaly Detection | Arrhythmia (50% test) | F1 Score52 | 6 | |
| Classification | Arrhythmia (leave-one-domain-out) | Domain I Score61.62 | 5 | |
| Arrhythmia Detection | Arrhythmia | Macro-F1 (TD I)69.56 | 5 | |
| Anomaly Detection | Arrhythmia (F) | AUC ROC0.89 | 4 | |
| Anomaly Detection | Arrhythmia (Q) | AUC-ROC0.99 | 4 | |
| Anomaly Detection | Arrhythmia (SVEB) | AUC ROC0.99 | 4 | |
| Anomaly Detection | Arrhythmia (BENIGN) | AUC-ROC0.89 | 4 | |
| Anomaly Detection | Arrhythmia (VEB) | AUC ROC0.99 | 4 |