Graph Fraud Detection on WeChat Pay-Large (test)
94.33AUCGrad
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GradTraining ratio=0.4%2025.12 | 94.33 | 90.11 | |
| BWGNNTraining ratio=0.4%2025.12 | 86.86 | 76.23 | |
| MixHopTraining ratio=0.4%2025.12 | 86.63 | 84.9 | |
| AMNetTraining ratio=0.4%2025.12 | 86.55 | 76.23 | |
| SVMTraining ratio=0.4%2025.12 | 86.51 | 83.19 | |
| GraphSAGETraining ratio=0.4%2025.12 | 86.21 | 76.2 | |
| Grad-w/o WFuTraining ratio=0.4%2025.12 | 86.16 | 75.76 | |
| GATTraining ratio=0.4%2025.12 | 84.88 | 73.91 | |
| MLPTraining ratio=0.4%2025.12 | 83.45 | 74.44 | |
| Grad-w/o GuiTraining ratio=0.4%2025.12 | 81.69 | 68.19 | |
| GPRGNNTraining ratio=0.4%2025.12 | 80.32 | 70.31 | |
| Grad-w/o GenTraining ratio=0.4%2025.12 | 77.14 | 63.6 | |
| GCNTraining ratio=0.4%2025.12 | 76.02 | 61.22 |