Graph Fraud Detection on WeChat Pay Small (test)
91.96AUCGrad
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GradTraining ratio=40%2025.12 | 91.96 | 88.17 | |
| BWGNNTraining ratio=40%2025.12 | 90.79 | 84.55 | |
| GDC + GCNTraining ratio=40%2025.12 | 90.75 | 84.2 | |
| Grad-w/o GenTraining ratio=40%2025.12 | 90.74 | 84.47 | |
| MixHopTraining ratio=40%2025.12 | 90.7 | 84.76 | |
| Grad-w/o GuiTraining ratio=40%2025.12 | 90.66 | 84.41 | |
| SVMTraining ratio=40%2025.12 | 89.59 | 83.18 | |
| GPRGNNTraining ratio=40%2025.12 | 89.2 | 83.62 | |
| Grad-w/o WFuTraining ratio=40%2025.12 | 88.34 | 88.23 | |
| GraphGPSTraining ratio=40%2025.12 | 88.16 | 59.71 | |
| GGADTraining ratio=40%2025.12 | 87.16 | 72.85 | |
| GATTraining ratio=40%2025.12 | 86.11 | 73.58 | |
| TGEditorTraining ratio=40%2025.12 | 85.39 | 75.45 | |
| GCNTraining ratio=40%2025.12 | 85.24 | 76.83 | |
| GraphSAGETraining ratio=40%2025.12 | 84.24 | 73.92 | |
| AMNetTraining ratio=40%2025.12 | 84.21 | 83.92 | |
| MLPTraining ratio=40%2025.12 | 83.59 | 74.55 | |
| CARE-GNNTraining ratio=40%2025.12 | 82.38 | 69.93 | |
| GraphormerTraining ratio=40%2025.12 | 72.71 | 33.53 |