| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multivariate Time Series Anomaly Detection | WADI | F1 Score29.53 | 58 | |
| Anomaly Detection | WADI | F1 Score49.51 | 44 | |
| Time Series Anomaly Detection | WADI | F1 Score87.71 | 26 | |
| Anomaly Detection | WADI | Training Time (s/epoch)115.91 | 24 | |
| Anomaly Detection | WADI (test) | Precision0.975 | 20 | |
| Cyber-attack detection | WADI | Precision99.85 | 13 | |
| Anomaly Detection | WADI (Difficult) | AUROC72.6 | 8 | |
| Anomaly Detection | WADI (Easy) | AUROC93.8 | 8 | |
| Anomaly Detection | WADI 575 (test) | AUROC0.803 | 8 | |
| Multivariate Time Series Anomaly Detection | WADI 118d | Precision89.39 | 8 | |
| Attack Taxonomy Discrimination | WADI | MMD^20.034 | 5 | |
| Multi-class attack detection | WADI 15 scenarios (test) | Precision (Normal)95.8 | 5 | |
| Online Anomaly Detection | WADI | VUS_PR0.776 | 4 | |
| Time-series Graph Anomaly Detection | WADI | AUC0.6788 | 4 | |
| Disruption mitigation and resilience evaluation | WADI 15 Attacks (test) | Relative Disruption (D_rel)0.461 | 4 | |
| Causal Discovery | WADI water | F1@0.514 | 3 |