Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | LEX-GNN | 96.4 | No | - | - | Code |
| 2 | GTAN | 94.98 | No | Semi-supervised Credit Card Fraud Detection via ... | 2024-12-24 | Code |
| 3 | BOLT-GRAPH | 93.18 | No | BOLT: An Automated Deep Learning Framework for T... | 2023-03-30 | Code |
| 4 | SplitGNN | 92.03 | No | - | - | Code |
| 5 | GAT+JK | 90.04 | No | New Benchmarks for Learning on Non-Homophilous G... | 2021-04-03 | Code |
| 6 | RLC-GNN | 85.44 | No | - | - | - |
| 7 | RioGNN | 83.54 | No | Reinforced Neighborhood Selection Guided Multi-R... | 2021-04-16 | Code |
| 8 | PC-GNN | 79.87 | No | - | - | Code |
| 9 | CARE-GNN | 75.7 | No | Enhancing Graph Neural Network-based Fraud Detec... | 2020-08-19 | Code |