Graph Counterfactual Explanations on BA-2Motifs
100Avg Minimality ScoreRandom
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Random2026.06 | 100 | — | — | — | — | |
| DR-CFGNNDeN=false, OH=true2026.06 | 100 | — | — | — | — | |
| DR-CFGNNDeN=true, OH=true2026.06 | 100 | — | — | — | — | |
| DR-CFGNNDeN=false, OH=false2026.06 | 99 | — | — | — | — | |
| DR-CFGNNDeN=true, OH=false2026.06 | 99 | — | — | — | — | |
| RSGG-CE2026.06 | 73 | — | — | — | — | |
| GCFExplainer2026.06 | 55 | — | — | — | — | |
| GIST2026.06 | 46 | — | — | — | — | |
| D4Explainer2026.06 | 40 | — | — | — | — | |
| CF22026.06 | 38 | — | — | — | — | |
| GCFExplainer2026.06 | 0.932 | — | — | — | — | |
| DR-CFGNN2026.06 | 0.92 | — | — | — | — | |
| GIST2026.06 | 0.911 | — | — | — | — | |
| CF22026.06 | 0.606 | — | — | — | — | |
| D4Explainer2026.06 | 0.051 | — | — | — | — | |
| RSGG-CE2026.06 | 0.047 | — | — | — | — | |
| CF²2026.06 | — | 0.79 | 0.94 | 5.06 | — | |
| D4Ex2026.06 | — | 0.88 | 0.73 | 36.72 | 50.74 | |
| DR-CFGNNDenoising=False, Optimization of H=False2026.06 | — | 0.87 | 0.94 | 1.45 | 2.12 | |
| DR-CFGNNDenoising=True, Optimization of H=False2026.06 | — | 0.9 | 0.94 | 1.47 | 2.22 | |
| DR-CFGNNDenoising=False, Optimization of H=True2026.06 | — | 0.92 | 0.95 | 1.34 | — | |
| DR-CFGNNDenoising=True, Optimization of H=True2026.06 | — | 0.93 | 0.96 | 1.33 | — | |
| GCFEx2026.06 | — | 1 | — | 4.3 | 30.09 | |
| GIST2026.06 | — | 0.57 | 0.55 | 29.64 | — | |
| Random2026.06 | — | 1 | 0.82 | 1 | — | |
| RSGG-CE2026.06 | — | 0.96 | 0.78 | 8.53 | — |