| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Detection | MSL | Precision96.24 | 95 | |
| Multivariate Time Series Anomaly Detection | MSL | F1 Score95.59 | 56 | |
| Anomaly Detection | MSL | F194.08 | 47 | |
| Anomaly Detection | MSL | F1 Score95.83 | 45 | |
| Time Series Anomaly Detection | MSL | AUC-ROC76.2 | 36 | |
| Time Series Anomaly Detection | MSL | F1 Score95.91 | 35 | |
| Anomaly Detection | MSL | F1 Score94.08 | 33 | |
| Time Series Anomaly Detection | MSL | VUS-ROC0.8157 | 32 | |
| Anomaly Detection | MSL | F1 Score87.5 | 27 | |
| Time-Series Anomaly Detection | MSL (test) | F1-@K22.13 | 24 | |
| Anomaly Detection | MSL | Precision85.51 | 21 | |
| Anomaly Detection | MSL | Precision92.25 | 20 | |
| Anomaly Detection | MSL (test) | F1 Score85.06 | 20 | |
| Anomaly Detection | MSL | Affiliated-F194.6 | 18 | |
| Univariate Anomaly Detection | MSL | PA-F192.8 | 18 | |
| Anomaly Detection | MSL 44 (test) | F1 Score85.03 | 16 | |
| Anomaly detection | MSL (test) | Precision89.66 | 16 | |
| Anomaly Detection | MSL | AU-PR61.2 | 15 | |
| Anomaly Detection | MSL | F1-score85.03 | 14 | |
| Time Series Forecasting | MSL anomalous intervals (test) | MAE0.084 | 13 | |
| Time Series Anomaly Detection | MSL | F1 Score94.6 | 12 | |
| Anomaly Detection | MSL | Training Time (s)3.27 | 11 | |
| Multivariate Time Series Anomaly Detection | MSL | VUS-ROC0.653 | 10 | |
| Time Series Anomaly Detection | MSL | Affine Precision68.7 | 9 | |
| Anomaly Detection | MSL | F1PA0.9152 | 9 |