Dynamic Graph Anomaly Detection on UCI (test)
99.93AUROCSDGAD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SDGADSupervision Setting=S1, Backbone=TCL2026.02 | 99.93 | 38.9 | 56 | |
| SDGADSupervision Setting=S1, Backbone=CAWN2026.02 | 99.89 | 28.84 | 44.44 | |
| SDGADSupervision Setting=S1, Backbone=DyGFormer2026.02 | 99.88 | 28.66 | 24.39 | |
| SADSupervision Setting=S12026.02 | 96.27 | 21.59 | 12.14 | |
| TGATSupervision Setting=S12026.02 | 93.06 | 18.88 | 0 | |
| TGNSupervision Setting=S12026.02 | 87.84 | 15.55 | 0 | |
| GraphMixerSupervision Setting=S12026.02 | 85.47 | 0.33 | 0 | |
| FreeDyGSupervision Setting=S12026.02 | 82.02 | 1.57 | 0 | |
| TCLSupervision Setting=S12026.02 | 81.84 | 3.34 | 0 | |
| CAWNSupervision Setting=S12026.02 | 78.67 | 7.21 | 0 | |
| GeneralDyGSupervision Setting=S12026.02 | 78.19 | 8.78 | 4.57 | |
| DyGFormerSupervision Setting=S12026.02 | 78.07 | 11.53 | 15.37 | |
| DyRepSupervision Setting=S12026.02 | 62.42 | 0.49 | 0 | |
| JODIESupervision Setting=S12026.02 | 42.26 | 0.4 | 0.28 |