Fraud Detection on T-finance (1% label ratio)
90.23F1-macroMHSA-GNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MHSA-GNN2025.12 | 90.23 | 93.79 | |
| BWGNNgraph_assumption=homo2025.12 | 89.44 | 93.59 | |
| DSGADgraph_assumption=homo2025.12 | 89.42 | 93.11 | |
| ADC-GNNTraining ratio=1%, Random seed=722026.06 | 89.24 | 95.03 | |
| BWGNNgraph_assumption=hetero2025.12 | 88.17 | 92.74 | |
| BW-GNNTraining ratio=1%, Random seed=722026.06 | 85.73 | 92.75 | |
| UniGADTraining ratio=1%, Random seed=722026.06 | 85.69 | 93.12 | |
| CGNNTraining ratio=1%, Random seed=722026.06 | 85.49 | 93.08 | |
| ConsisGADTraining ratio=1%, Random seed=722026.06 | 85.13 | 93.16 | |
| ARCTraining ratio=1%, Random seed=722026.06 | 84.93 | 92.72 | |
| CGADTraining ratio=1%, Random seed=722026.06 | 84.1 | 92.28 | |
| COFDTraining ratio=1%, Random seed=722026.06 | 83.22 | 90.1 | |
| GHRNTraining ratio=1%, Random seed=722026.06 | 83.05 | 93.04 | |
| GTANTraining ratio=1%, Random seed=722026.06 | 80.28 | 90.74 | |
| ChebyNetTraining ratio=1%, Random seed=722026.06 | 79.18 | 87.53 | |
| ChebyNet2025.12 | 77.28 | 86.93 | |
| CARE-GNN2025.12 | 73.33 | 90.24 | |
| CARE-GNNTraining ratio=1%, Random seed=722026.06 | 73.32 | 90.5 | |
| GWNNTraining ratio=1%, Random seed=722026.06 | 72.63 | 87.34 | |
| DIG-In-GNNTraining ratio=1%, Random seed=722026.06 | 68.51 | 91.31 | |
| PC-GNNTraining ratio=1%, Random seed=722026.06 | 62.06 | 90.76 | |
| PC-GNN2025.12 | 61.89 | 90.26 | |
| GINTraining ratio=1%, Random seed=722026.06 | 60.21 | 70.04 | |
| GIN2025.12 | 58.19 | 69.67 | |
| GCN2025.12 | 55.26 | 58.63 | |
| GAT2025.12 | 52.11 | 52.76 |