Graph Fraud Detection on BlogCatalog (test)
0.9941AUCGrad
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GradTraining ratio=40%2025.12 | 0.9941 | 0.9215 | |
| Grad-w/o WFuTraining ratio=40%2025.12 | 0.9388 | 0.6715 | |
| MixHopTraining ratio=40%2025.12 | 0.8831 | 0.482 | |
| GCNTraining ratio=40%2025.12 | 0.8809 | 0.4652 | |
| GraphSAGETraining ratio=40%2025.12 | 0.8234 | 0.4509 | |
| GPRGNNTraining ratio=40%2025.12 | 0.8193 | 0.4346 | |
| BWGNNTraining ratio=40%2025.12 | 0.7937 | 0.3739 | |
| Grad-w/o GuiTraining ratio=40%2025.12 | 0.7786 | 0.2952 | |
| Grad-w/o GenTraining ratio=40%2025.12 | 0.7689 | 0.2967 | |
| GGADTraining ratio=40%2025.12 | 0.7135 | 0.2364 | |
| GATTraining ratio=40%2025.12 | 0.7125 | 0.2145 | |
| CARE-GNNTraining ratio=40%2025.12 | 0.694 | 0.2713 | |
| TGEditorTraining ratio=40%2025.12 | 0.6851 | 0.2361 | |
| SVMTraining ratio=40%2025.12 | 0.6713 | 0.2644 | |
| AMNetTraining ratio=40%2025.12 | 0.6354 | 0.2626 | |
| GDC + GCNTraining ratio=40%2025.12 | 0.5991 | 0.1739 | |
| GraphGPSTraining ratio=40%2025.12 | 0.5928 | 0.2068 | |
| MLPTraining ratio=40%2025.12 | 0.5815 | 0.133 | |
| GraphormerTraining ratio=40%2025.12 | 0.5658 | 0.1566 |