Dynamic Graph Anomaly Detection on UCI S3 setting
99.88AUROCSDGAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SDGADCTDG Backbone=TCL2026.02 | 99.88 | 28.85 | 44.44 | |
| SDGADCTDG Backbone=DyGFormer2026.02 | 99.88 | 28.87 | 27.22 | |
| SDGADCTDG Backbone=CAWN2026.02 | 99.88 | 29.35 | 33.53 | |
| TGAT2026.02 | 87.22 | 25.73 | 0 | |
| SAD2026.02 | 86.57 | 16.9 | 0 | |
| GraphMixer2026.02 | 85.42 | 3.83 | 0 | |
| TGN2026.02 | 84.33 | 14.34 | 0 | |
| GeneralDyG2026.02 | 82.25 | 7.63 | 4.85 | |
| CAWN2026.02 | 79.12 | 9.57 | 0 | |
| FreeDyG2026.02 | 79.09 | 4.5 | 0 | |
| TCL2026.02 | 73.02 | 4.77 | 0 | |
| DyGFormer2026.02 | 71.11 | 0.48 | 0 | |
| DyRep2026.02 | 65.6 | 0.58 | 0 | |
| JODIE2026.02 | 56.58 | 0.44 | 0.15 |