Graph Anomaly Detection on ACM (AUC, F1)
89.4AUCAC2L-GAD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AC2L-GADCategory=Ours2026.01 | 89.4 | 74.7 | |
| GRADATECategory=Contrast.2026.01 | 87.6 | 59.2 | |
| FedCADCategory=Contrast.2026.01 | 87.4 | 58.4 | |
| FedCLGNCategory=Contrast.2026.01 | 86.5 | 59.8 | |
| GAD-NRCategory=Recon.2026.01 | 86.3 | 59.1 | |
| ADA-GADCategory=Recon.2026.01 | 85.7 | 58.7 | |
| AD-GCLCategory=Contrast.2026.01 | 85.1 | 66.3 | |
| ComGACategory=Recon.2026.01 | 85 | 58.4 | |
| SmoothGNNCategory=Contrast.2026.01 | 84.8 | 56.9 | |
| Sub-CRCategory=Contrast.2026.01 | 84.3 | 56 | |
| ANEMONECategory=Contrast.2026.01 | 83 | 54.9 | |
| CoLACategory=Contrast.2026.01 | 82.4 | 54 | |
| GUIDECategory=Trad.2026.01 | 82.1 | 54.3 | |
| ALARMCategory=Recon.2026.01 | 78.3 | 54.1 | |
| RadarCategory=Trad.2026.01 | 77.8 | 59.5 | |
| DOMINANTCategory=Recon.2026.01 | 76 | 58.1 | |
| AnomalyDAECategory=Recon.2026.01 | 75.1 | 50.3 | |
| TAMCategory=Contrast.2026.01 | 74.4 | 53.2 | |
| ANOMALOUSCategory=Trad.2026.01 | 70.4 | 53.8 |