Time Series Anomaly Detection on SWAN (AUC-ROC, AUC-PR, VUS-ROC, VUS-PR)
88.9AUC-ROCCBLOF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CBLOF2026.03 | 88.9 | 77 | 74.4 | 71.1 | |
| KNN2026.03 | 87.8 | 76.4 | 79.8 | 69.6 | |
| VAN-AD2026.03 | 82.9 | 68.7 | 96.4 | 92.4 | |
| LOF2026.03 | 74 | 59.8 | 60.1 | 51.7 | |
| PCA2026.03 | 66.6 | 54.4 | 48.3 | 44.8 | |
| DADA2026.03 | 64.5 | 55 | 56.1 | 48.7 | |
| Timer2026.03 | 62.4 | 51.1 | 54.7 | 46.1 | |
| CAROTS2026.03 | 61.3 | 84.6 | 80.7 | 90.4 | |
| DualTF2026.03 | 60.8 | 44.6 | 43 | 40.5 | |
| ContraAD2026.03 | 56.1 | 50.2 | 41.8 | 41.8 | |
| Modern2026.03 | 51.9 | 45.4 | 45.6 | 40.6 | |
| CALF2026.03 | 51.5 | 41.1 | 42.5 | 37.6 | |
| iTrans2026.03 | 51.2 | 41.9 | 43.5 | 38.2 | |
| GPT4TS2026.03 | 50.3 | 45.4 | 44.7 | 40.7 | |
| MtsCID2026.03 | 50 | 32.9 | 80.3 | 83.8 | |
| CATCH2026.03 | 48.5 | 42.5 | 41.5 | 37.6 |