Counterfactual Explanation on Aggregate of six datasets (including Cora)
1.2Misclassification Rank (Avg)ATEX-CF
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ATEX-CFPerturbation budget κ=1-52026.02 | 1.2 | 1.3 | 1 | 1.2 | 7.3 | 2.4 | 20 | |
| NettackPerturbation budget κ=1-52026.02 | 3.3 | 2.5 | 8.8 | 8 | 4.5 | 5.43 | 2 | |
| CF-GNNExplainerPerturbation budget κ=1-52026.02 | 4.7 | 4.8 | 2 | 2.3 | 9.5 | 4.67 | 1 | |
| GOttackPerturbation budget κ=1-52026.02 | 4.8 | 4.3 | 8.8 | 8 | 3 | 5.8 | 0 | |
| C2ExplainerPerturbation budget κ=1-52026.02 | 5 | 6.2 | 5.7 | 5.8 | 8.7 | 6.27 | 1 | |
| INDUCEPerturbation budget κ=1-52026.02 | 6.3 | 6.8 | 4.5 | 7.8 | 2.8 | 5.67 | 1 | |
| NSEGPerturbation budget κ=1-52026.02 | 6.7 | 6.7 | 7.5 | 4.3 | 6.7 | 6.37 | 0 | |
| GNNExplainerPerturbation budget κ=1-52026.02 | 6.8 | 7.5 | 4.7 | 5.5 | 3.3 | 5.57 | 1 | |
| CF2Perturbation budget κ=1-52026.02 | 7 | 7 | 6.7 | 5.7 | 7.8 | 6.83 | 0 | |
| PGExplainerPerturbation budget κ=1-52026.02 | 8.2 | 7.7 | 4.2 | 5.8 | 1 | 5.37 | 6 |