Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | LEX-GNN | 97.91 | No | - | - | Code |
| 2 | GTAN | 97.5 | No | Semi-supervised Credit Card Fraud Detection via ... | 2024-12-24 | Code |
| 3 | RLC-GNN | 97.48 | No | - | - | - |
| 4 | RioGNN | 96.19 | No | Reinforced Neighborhood Selection Guided Multi-R... | 2021-04-16 | Code |
| 5 | PC-GNN | 95.86 | No | - | - | Code |
| 6 | CARE-GNN | 89.73 | No | Enhancing Graph Neural Network-based Fraud Detec... | 2020-08-19 | Code |