Counterfactual Explanations on Loan-Decision
0Misclassification RateC2Explainer
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| C2ExplainerBase GNN=GCN2026.02 | 0 | — | — | — | 39.88 | |
| INDUCEBase GNN=Graph Trans.2026.02 | 2 | 0.1264 | 3.57 | 29 | 0.35 | |
| CF2Base GNN=Graph Trans.2026.02 | 5 | 0.1402 | 3.61 | 46 | 7.03 | |
| C2ExplainerBase GNN=Graph Trans.2026.02 | 6 | 0.1549 | 2.95 | 53 | 8.02 | |
| NSEGBase GNN=Graph Trans.2026.02 | 7 | 0.1701 | 3.89 | 44 | 4.1 | |
| PGExplainerBase GNN=GCN2026.02 | 10 | 0.0281 | 2.8 | 21 | 0.32 | |
| GNNExplainerBase GNN=GCN2026.02 | 16 | 0.0438 | 2.56 | 42 | 3.33 | |
| CF2Base GNN=GCN2026.02 | 17 | 0.0774 | 3.58 | 43 | 31.76 | |
| INDUCEBase GNN=GCN2026.02 | 18 | 0.0873 | 3.23 | 39 | 1.68 | |
| NSEGBase GNN=GCN2026.02 | 18 | 0.0891 | 3.74 | 45 | 26.43 | |
| GNNExplainerBase GNN=Graph Trans.2026.02 | 30 | 0.2452 | 2.99 | 36 | 4.77 | |
| GOttackBase GNN=Graph Trans.2026.02 | 31 | 0.242 | 5 | 30 | 0.66 | |
| NettackBase GNN=Graph Trans.2026.02 | 32 | 0.2509 | 5 | 22 | 1.03 | |
| NettackBase GNN=GCN2026.02 | 34 | 0.1685 | 5 | 24 | 1.16 | |
| GOttackBase GNN=GCN2026.02 | 35 | 0.1742 | 5 | 15 | 0.52 | |
| PGExplainerBase GNN=Graph Trans.2026.02 | 39 | 0.3187 | 1.66 | 45 | 0.05 | |
| ATEX-CFBase GNN=Graph Trans.2026.02 | 44 | 0.3563 | 1.66 | 50 | 8.07 | |
| CF-GNNExplainerBase GNN=GCN2026.02 | 45 | 0.252 | 1.35 | 53 | 56 | |
| ATEX-CFBase GNN=GCN2026.02 | 68 | 0.3658 | 1.27 | 67 | 20.33 |