Dynamic Graph Anomaly Detection on Enron (test)
0.9989AUROCSDGAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SDGADSupervision Setting=S1, Backbone=DyGFormer2026.02 | 0.9989 | 0.291 | 0.4059 | |
| SDGADSupervision Setting=S1, Backbone=CAWN2026.02 | 0.9987 | 0.2873 | 0.4464 | |
| SDGADSupervision Setting=S1, Backbone=TCL2026.02 | 0.9986 | 0.2905 | 0.4465 | |
| SADSupervision Setting=S12026.02 | 0.9247 | 0.1233 | 0.0891 | |
| GeneralDyGSupervision Setting=S12026.02 | 0.8694 | 0.07 | 0 | |
| CAWNSupervision Setting=S12026.02 | 0.8678 | 0.0589 | 0 | |
| DyGFormerSupervision Setting=S12026.02 | 0.8636 | 0.2293 | 0.321 | |
| TGATSupervision Setting=S12026.02 | 0.8578 | 0.0623 | 0 | |
| TGNSupervision Setting=S12026.02 | 0.7979 | 0.0615 | 0 | |
| FreeDyGSupervision Setting=S12026.02 | 0.7632 | 0.032 | 0 | |
| GraphMixerSupervision Setting=S12026.02 | 0.7101 | 0.0047 | 0 | |
| TCLSupervision Setting=S12026.02 | 0.7063 | 0.1626 | 0.0173 | |
| DyRepSupervision Setting=S12026.02 | 0.6006 | 0.0729 | 0.0416 | |
| JODIESupervision Setting=S12026.02 | 0.4483 | 0.029 | 0 |