Graph Anomaly Detection on DGraph-Fin
2.6AUPRCSAGAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SAGAD2026.03 | 2.6 | — | — | |
| BernNet2026.03 | 2.5 | — | — | |
| GAS2026.03 | 2.5 | — | — | |
| H2GCN2026.03 | 2.4 | — | — | |
| PCGNN2026.03 | 2.4 | — | — | |
| GCN2026.03 | 2.3 | — | — | |
| GHRN2026.03 | 2.3 | — | — | |
| GAT2026.03 | 2.2 | — | — | |
| ACM2026.03 | 2.2 | — | — | |
| AMNet2026.03 | 2.2 | — | — | |
| AdaGNN2026.03 | 2.1 | — | — | |
| BWGNN2026.03 | 2.1 | — | — | |
| GIN2026.03 | 2 | — | — | |
| SAGE2026.03 | 2 | — | — | |
| FAGCN2026.03 | 2 | — | — | |
| DCI2026.03 | 2 | — | — | |
| ConsisGAD2026.03 | 2 | — | — | |
| SpaceGNN2026.03 | 2 | — | — | |
| XGBGraph2026.03 | 1.9 | — | — | |
| AC2L-GADCategory=Ours2026.01 | — | 66.9 | 55.4 | |
| ADA-GADCategory=Recon.2026.01 | — | 66.2 | 53 | |
| AnomalyDAECategory=Recon.2026.01 | — | 57.6 | 48.3 | |
| ComGACategory=Recon.2026.01 | — | 58 | 50.9 | |
| DOMINANTCategory=Recon.2026.01 | — | 57.3 | 49.7 | |
| SmoothGNNCategory=Contrast.2026.01 | — | 64.9 | 52.1 |