| Paper | Code | AUC-ROC | Averaged Precision | F1 Macro | G-mean | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|
| LEX-GNN: Label-Exploring Graph Neural Network for Accurate Fraud Detection | ✓ Link | 97.91 | 92.18 | 93.48 | 92.03 | LEX-GNN | 2024-10-21 |
| Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph Representation | ✓ Link | 97.50 | 89.26 | GTAN | 2024-12-24 | ||
| RLC-GNN: An Improved Deep Architecture for Spatial-Based Graph Neural Network with Application to Fraud Detection | 97.48 | RLC-GNN | 2021-06-18 | ||||
| Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks | ✓ Link | 96.19 | RioGNN | 2021-04-16 | |||
| Pick and Choose: A GNN-based Imbalanced Learning Approach for Fraud Detection | ✓ Link | 95.86 | 85.49 | PC-GNN | 2021-04-19 | ||
| Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters | ✓ Link | 89.73 | 82.19 | CARE-GNN | 2020-08-19 |