Graph Anomaly Detection on Yelp
84.8AUROCCAREGNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CAREGNN2026.05 | 84.8 | 82.6 | |
| SAWGAD2026.05 | 75.5 | 71.9 | |
| PCGNN2026.05 | 72.7 | 69.5 | |
| GHRN2026.05 | 72.5 | 69.1 | |
| GAT2026.05 | 72.2 | 69.1 | |
| GATSep2026.05 | 72.2 | 67.6 | |
| BWGNN2026.05 | 71.8 | 68.5 | |
| ConsisGAD2026.05 | 71.6 | 67.4 | |
| MLP2026.05 | 71.2 | 67.9 | |
| GIN2026.05 | 70 | 64.9 | |
| GraphSAGE2026.05 | 69.3 | 65.3 | |
| SAGAD2026.03 | 68.8 | — | |
| H2FD2026.05 | 67.4 | 65 | |
| SpaceGNN2026.03 | 66.8 | — | |
| ConsisGAD2026.03 | 66.1 | — | |
| GAT2026.03 | 65.6 | — | |
| PCGNN2026.03 | 65.1 | — | |
| H2GCN2026.03 | 65 | — | |
| BernNet2026.03 | 65 | — | |
| AMNet2026.03 | 64.8 | — | |
| GHRN2026.03 | 64.5 | — | |
| BWGNN2026.03 | 64.3 | — | |
| DCI2026.03 | 64.1 | — | |
| XGBGraph2026.03 | 64 | — | |
| AdaGNN2026.03 | 63.2 | — | |
| GIN2026.03 | 62.9 | — | |
| FAGCN2026.03 | 62.4 | — | |
| ACM2026.03 | 61.3 | — | |
| GAS2026.03 | 61.1 | — | |
| SAGE2026.03 | 58.9 | — | |
| GCN2026.05 | 52.3 | 47.5 | |
| CGNN2026.05 | 52.3 | 45.1 | |
| GCN2026.03 | 51.2 | — |