Graph Anomaly Detection on Enron
80.82AUCNK-GAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NK-GAD2026.04 | 80.82 | — | |
| AC2L-GADCategory=Ours2026.01 | 73.9 | 57.6 | |
| GAD-NR2026.04 | 73.44 | — | |
| ComGACategory=Recon.2026.01 | 72.9 | 31.5 | |
| Sub-CRCategory=Contrast.2026.01 | 70.6 | 56.9 | |
| ANOMALOUSCategory=Trad.2026.01 | 69.5 | 32.2 | |
| ADA-GAD2026.04 | 69.15 | — | |
| SmoothGNNCategory=Contrast.2026.01 | 69.1 | 57.2 | |
| DOMINANTCategory=Recon.2026.01 | 68.5 | 38.1 | |
| AD-GCLCategory=Contrast.2026.01 | 68.5 | 56.8 | |
| FedCADCategory=Contrast.2026.01 | 67.4 | 56 | |
| FedCLGNCategory=Contrast.2026.01 | 66.4 | 53.6 | |
| RadarCategory=Trad.2026.01 | 64.9 | 51.3 | |
| ALARMCategory=Recon.2026.01 | 64.1 | 56.8 | |
| GUIDECategory=Trad.2026.01 | 61.2 | 53.6 | |
| AnomalyDAECategory=Recon.2026.01 | 61.2 | 53.8 | |
| ANEMONECategory=Contrast.2026.01 | 58.1 | 49.8 | |
| GAAN2026.04 | 56.77 | — | |
| GAD-NRCategory=Recon.2026.01 | 56.3 | 44.3 | |
| TAMCategory=Contrast.2026.01 | 54.6 | 31.1 | |
| ADA-GADCategory=Recon.2026.01 | 54.3 | 31 | |
| DOMINANT2026.04 | 52.95 | — | |
| AdONE2026.04 | 51.79 | — | |
| SmoothGNN2026.04 | 51.48 | — | |
| DONE2026.04 | 48.71 | — | |
| AnomalyDAE2026.04 | 48.54 | — | |
| GADAM2026.04 | 36.08 | — | |
| CoLACategory=Contrast.2026.01 | 35 | 19 | |
| GRADATECategory=Contrast.2026.01 | 32.5 | 21.1 |