Dynamic Graph Anomaly Detection on Enron S3 setting
99.87AUROCSDGAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SDGADCTDG Backbone=DyGFormer2026.02 | 99.87 | 28.83 | 39.87 | |
| SDGADCTDG Backbone=CAWN2026.02 | 99.87 | 28.57 | 44.64 | |
| SDGADCTDG Backbone=TCL2026.02 | 99.86 | 28.73 | 44.43 | |
| GeneralDyG2026.02 | 84.26 | 5.9 | 0 | |
| GraphMixer2026.02 | 81.7 | 0.96 | 0 | |
| SAD2026.02 | 79.59 | 3.58 | 0 | |
| TGAT2026.02 | 78.24 | 4.15 | 0 | |
| CAWN2026.02 | 76.81 | 3.42 | 0 | |
| FreeDyG2026.02 | 76.42 | 1.02 | 0 | |
| TGN2026.02 | 74.06 | 1.21 | 0 | |
| DyGFormer2026.02 | 64.58 | 0.28 | 0 | |
| TCL2026.02 | 57.85 | 0.79 | 0 | |
| DyRep2026.02 | 57.4 | 2.55 | 0 | |
| JODIE2026.02 | 37.4 | 1.3 | 0 |