| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Detection | SWaT | F1 Score99.89 | 348 | |
| Multivariate Time Series Anomaly Detection | SWaT | F1 Score98.36 | 60 | |
| Anomaly Detection | SWaT (test) | F1-score0.983 | 49 | |
| Time Series Anomaly Detection | SWaT (test) | Affiliation Precision98.93 | 31 | |
| Anomaly Detection | SWaT cross-domain (val) | F1 Score89.5 | 20 | |
| Time Series Anomaly Detection | SWaT | CCE-2.02 | 20 | |
| Attack Detection | SWaT Malicious Controller Output Injection (test) | F1 Score99.8 | 20 | |
| Time Series Anomaly Detection | SWaT | VUS-ROC0.7991 | 20 | |
| Anomaly Detection | SWaT | Affiliated F196.43 | 18 | |
| Anomaly detection | SWaT | F1 Score98.02 | 17 | |
| Time Series Anomaly Detection | SWaT | F1-score94.8 | 16 | |
| Anomaly Detection | SWaT 45 (test) | F1 Score94.23 | 16 | |
| Anomaly Detection | SWaT | Average Time Cost1.4 | 13 | |
| Anomaly Detection | SWaT | Precision (Pre)98.1 | 13 | |
| Multivariate Time Series Anomaly Detection | SWaT | AUC-ROC0.8263 | 13 | |
| Time Series Anomaly Detection | SWaT | AUC-R83.31 | 13 | |
| Time Series Anomaly Detection | SWaT | F1 Score96.19 | 12 | |
| Time-Series Anomaly Detection | SWAT | F10.695 | 12 | |
| Time Series Anomaly Detection | SWaT | RF10.33 | 12 | |
| Time Series Anomaly Detection | SWaT | Affiliation-F176.18 | 11 | |
| Anomaly Detection | SWaT | Training Time (s/epoch)0.87 | 11 | |
| Attack Detection | SWaT Controller Configuration Tampering Attack (test) | F199.55 | 10 | |
| Anomaly Detection | SWAT Time Series | F1 (Point Adjustment)94.55 | 9 | |
| Root Cause Identification | SWaT | Top@3R53.7 | 8 | |
| Multivariate Time Series Anomaly Detection | SWaT 55d | Precision98.7 | 8 |