| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Detection | SWaT | F1 Score99.89 | 348 | |
| Multivariate Time Series Anomaly Detection | SWaT | F1 Score98.36 | 102 | |
| Anomaly Detection | SWaT (test) | F1-score0.983 | 49 | |
| Time Series Anomaly Detection | SWaT | VUS-ROC0.7991 | 43 | |
| Time Series Anomaly Detection | SWaT (test) | Affiliation Precision98.93 | 31 | |
| Time-Series Anomaly Detection | SWAT | AUROC0.831 | 27 | |
| Time Series Anomaly Detection | SWaT | F169 | 26 | |
| Causal Discovery | SWaT | F1 Score28.8 | 25 | |
| Anomaly Detection | SWaT | F1PA97.28 | 21 | |
| Multivariate Time Series Anomaly Detection | SWaT | AUC-PR0.911 | 20 | |
| Anomaly Detection | SWaT cross-domain (val) | F1 Score89.5 | 20 | |
| Attack Detection | SWaT Malicious Controller Output Injection (test) | F1 Score99.8 | 20 | |
| Anomaly Detection | SWaT | Affiliated F196.43 | 18 | |
| Anomaly detection | SWaT | F1 Score98.02 | 17 | |
| Time-series Anomaly Detection | SWAT | A-R83.1 | 16 | |
| Multivariate Time Series Anomaly Detection | SWAT | Precision32.9 | 16 | |
| Time-Series Anomaly Detection | SWAT | A-P (AUC-PR)0.738 | 16 | |
| Time Series Anomaly Detection | SWAT | Affinity Precision69.8 | 16 | |
| Time Series Anomaly Detection | SWaT | F1-score94.8 | 16 | |
| Anomaly Detection | SWaT 45 (test) | F1 Score94.23 | 16 | |
| Causal Discovery | SWaT | Runtime (s)0.79 | 15 | |
| Anomaly Detection | SWaT | Average Time Cost1.4 | 13 | |
| Anomaly Detection | SWaT | Precision (Pre)98.1 | 13 | |
| Time Series Anomaly Detection | SWaT | AUC-R83.31 | 13 | |
| Time Series Anomaly Detection | SWaT | F1 Score96.19 | 12 |