Graph Anomaly Detection on Amazon v1 (full)
0.651AUCAC2L-GAD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AC2L-GADCategory=Ours2026.01 | 0.651 | 0.509 | |
| GAD-NRCategory=Recon.2026.01 | 0.641 | 0.461 | |
| ADA-GADCategory=Recon.2026.01 | 0.639 | 0.451 | |
| FedCADCategory=Contrast.2026.01 | 0.634 | 0.496 | |
| ComGACategory=Recon.2026.01 | 0.631 | 0.447 | |
| AD-GCLCategory=Contrast.2026.01 | 0.629 | 0.49 | |
| GUIDECategory=Trad.2026.01 | 0.628 | 0.451 | |
| GRADATECategory=Contrast.2026.01 | 0.628 | 0.495 | |
| Sub-CRCategory=Contrast.2026.01 | 0.627 | 0.494 | |
| DOMINANTCategory=Recon.2026.01 | 0.625 | 0.288 | |
| ALARMCategory=Recon.2026.01 | 0.621 | 0.372 | |
| FedCLGNCategory=Contrast.2026.01 | 0.614 | 0.461 | |
| RadarCategory=Trad.2026.01 | 0.611 | 0.427 | |
| SmoothGNNCategory=Contrast.2026.01 | 0.611 | 0.465 | |
| ANOMALOUSCategory=Trad.2026.01 | 0.602 | 0.223 | |
| ANEMONECategory=Contrast.2026.01 | 0.596 | 0.47 | |
| TAMCategory=Contrast.2026.01 | 0.56 | 0.107 | |
| AnomalyDAECategory=Recon.2026.01 | 0.536 | 0.238 | |
| CoLACategory=Contrast.2026.01 | 0.473 | 0.434 |