Graph Counterfactual Explanation on Graph-sst5
100ValidityGCFEx
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCFEx2026.06 | 100 | 14 | 17.23 | 22.73 | |
| D4Ex2026.06 | 86 | 56 | 9.01 | 12.72 | |
| GIST2026.06 | 80 | 42 | 25.67 | — | |
| Random2026.06 | 54 | 16 | 1.36 | — | |
| DR-CFGNNDenoising=False, Optimization of H=False2026.06 | 48 | 15 | 3.58 | 7.19 | |
| DR-CFGNNDenoising=False, Optimization of H=True2026.06 | 48 | 16 | 3.67 | — | |
| RSGG-CE2026.06 | 45 | 8 | 8.74 | — | |
| DR-CFGNNDenoising=True, Optimization of H=False2026.06 | 43 | 15 | 3.51 | 6.84 | |
| DR-CFGNNDenoising=True, Optimization of H=True2026.06 | 42 | 15 | 3.49 | — | |
| CF²2026.06 | 6 | 11 | 2.18 | — |