Performance of counterfactual explanations on TREE-CYCLES
18Misclass RateGOttack
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GOttackBase GNN=GCN2026.02 | 18 | 10.83 | 5 | 21 | 0.41 | |
| PGExplainerBase GNN=GCN2026.02 | 41 | 27.33 | 2.52 | 31 | 0.01 | |
| NSEGBase GNN=GCN2026.02 | 45 | 21.75 | 3.76 | 29 | 5.34 | |
| CF2Base GNN=GCN2026.02 | 46 | 25.31 | 3.83 | 31 | 9.16 | |
| CF-GNNExplainerBase GNN=GCN2026.02 | 49 | 34.37 | 1.95 | 34 | 6.16 | |
| INDUCEBase GNN=GCN2026.02 | 53 | 31.94 | 2.76 | 22 | 0.01 | |
| GNNExplainerBase GNN=GCN2026.02 | 53 | 36.08 | 2.57 | 26 | 0.7 | |
| NettackBase GNN=GCN2026.02 | 58 | 45.08 | 5 | 27 | 0.58 | |
| ATEX-CFBase GNN=GCN2026.02 | 58 | 40.52 | 1.29 | 64 | 2.98 | |
| C2ExplainerBase GNN=GCN2026.02 | 74 | 27.83 | 3.09 | 14 | 10.15 |