Graph Anomaly Detection on T-Finance
88.7AUPRCSAWGAD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SAWGAD2026.05 | 88.7 | 93.2 | |
| GATSep2026.05 | 87.9 | 91.9 | |
| GAT2026.05 | 87.6 | 91.7 | |
| PCGNN2026.05 | 86.8 | 92.6 | |
| GIN2026.05 | 86.7 | 91.4 | |
| CGNN2026.05 | 86.4 | 91.1 | |
| GHRN2026.05 | 86.1 | 92.3 | |
| BWGNN2026.05 | 86 | 92.1 | |
| CAREGNN2026.05 | 84.5 | 91 | |
| GCN2026.05 | 84 | 91.7 | |
| SAGAD2026.03 | 82.8 | — | |
| SpaceGNN2026.03 | 81 | — | |
| GraphSAGE2026.05 | 80.2 | 89.2 | |
| ConsisGAD2026.03 | 79.7 | — | |
| XGBGraph2026.03 | 78.3 | — | |
| MLP2026.05 | 75.8 | 88.2 | |
| GHRN2026.03 | 63.4 | — | |
| BWGNN2026.03 | 60.9 | — | |
| GCN2026.03 | 60.5 | — | |
| AMNet2026.03 | 60.2 | — | |
| PCGNN2026.03 | 58.1 | — | |
| BernNet2026.03 | 51.8 | — | |
| DCI2026.03 | 51 | — | |
| RHOlabeled normal nodes=15%, runs=52025.10 | 48.93 | 86.23 | |
| GAS2026.03 | 45.7 | — | |
| GIN2026.03 | 44.8 | — | |
| FAGCN2026.03 | 39.8 | — | |
| GraphNClabeled normal nodes=15%, runs=52025.10 | 36.67 | 83.4 | |
| H2GCN2026.03 | 34.2 | — | |
| ACM2026.03 | 29.2 | — | |
| GAT2026.03 | 28.9 | — | |
| AdaGNN2026.03 | 23.3 | — | |
| GGADSetting=Semi-supervised, Training normal nodes=15%2024.02 | 18.25 | 82.28 | |
| GGADlabeled normal nodes=15%, runs=52025.10 | 18.25 | 82.28 | |
| SAGE2026.03 | 11.7 | — | |
| AEGISSetting=Semi-supervised, Training normal nodes=15%2024.02 | 6.85 | 56.05 | |
| AEGISlabeled normal nodes=15%, runs=52025.10 | 6.85 | 67.28 | |
| AEGISSetting=Unsupervised2024.02 | 6.22 | 64.96 | |
| TAMSetting=Semi-supervised, Training normal nodes=15%2024.02 | 5.51 | 59.23 | |
| TAMlabeled normal nodes=15%, runs=52025.10 | 5.51 | 59.23 | |
| TAMSetting=Unsupervised2024.02 | 5.47 | 61.75 | |
| DOMINANTSetting=Semi-supervised, Training normal nodes=15%2024.02 | 5.42 | 61.67 | |
| DOMINANTlabeled normal nodes=15%, runs=52025.10 | 5.42 | 61.67 | |
| AnomalyDAESetting=Semi-supervised, Training normal nodes=15%2024.02 | 5.38 | 65.31 | |
| AnomalyDAElabeled normal nodes=15%, runs=52025.10 | 5.38 | 60.27 | |
| DOMINANTSetting=Unsupervised2024.02 | 5.36 | 60.87 | |
| GADNRlabeled normal nodes=15%, runs=52025.10 | 5.23 | 59.43 | |
| OCGNNSetting=Semi-supervised, Training normal nodes=15%2024.02 | 4.92 | 60.27 | |
| OCGNNlabeled normal nodes=15%, runs=52025.10 | 4.92 | 57.42 | |
| AnomalyDAESetting=Unsupervised2024.02 | 4.91 | 58.09 | |
| OCGNNSetting=Unsupervised2024.02 | 3.92 | 47.32 | |
| ADA-GADlabeled normal nodes=15%, runs=52025.10 | 3.75 | 44.16 | |
| GAANSetting=Semi-supervised, Training normal nodes=15%2024.02 | 3.24 | 67.28 | |
| GAANlabeled normal nodes=15%, runs=52025.10 | 3.24 | 36.36 | |
| GAANSetting=Unsupervised2024.02 | 2.83 | 30.91 |