Graph Anomaly Detection on Citeseer (AUC, F1)
95.1AUCAC2L-GAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AC2L-GADCategory=Ours2026.01 | 95.1 | 82.3 | |
| AD-GCLCategory=Contrast.2026.01 | 94.8 | 81.3 | |
| FedCADCategory=Contrast.2026.01 | 94.2 | 81.1 | |
| GRADATECategory=Contrast.2026.01 | 94.1 | 80.9 | |
| GAD-NRCategory=Recon.2026.01 | 93.4 | 78.9 | |
| Sub-CRCategory=Contrast.2026.01 | 93 | 77.8 | |
| ADA-GADCategory=Recon.2026.01 | 92.7 | 76.1 | |
| SmoothGNNCategory=Contrast.2026.01 | 92.1 | 76.8 | |
| ANEMONECategory=Contrast.2026.01 | 91.9 | 79 | |
| ComGACategory=Recon.2026.01 | 91.7 | 75.4 | |
| CoLACategory=Contrast.2026.01 | 89.7 | 71 | |
| ALARMCategory=Recon.2026.01 | 84.3 | 63.1 | |
| FedCLGNCategory=Contrast.2026.01 | 84 | 63.1 | |
| GUIDECategory=Trad.2026.01 | 83.5 | 76.4 | |
| DOMINANTCategory=Recon.2026.01 | 82.5 | 46.3 | |
| RadarCategory=Trad.2026.01 | 80.1 | 72.9 | |
| AnomalyDAECategory=Recon.2026.01 | 72.7 | 58.6 | |
| TAMCategory=Contrast.2026.01 | 72.2 | 69.5 | |
| ANOMALOUSCategory=Trad.2026.01 | 63.1 | 67 |