Explainability on CoauthorPhy
5.115Faithfulness (KL distance)inpgrad
Evaluation results
| Method | Links | ||
|---|---|---|---|
| inpgradCategory=BAED-enabled gradient-based explanation models2026.03 | 5.115 | 21.7 | |
| IGCategory=BAED-enabled gradient-based explanation models2026.03 | 5.163 | 21.7 | |
| deconvCategory=BAED-enabled gradient-based explanation models2026.03 | 5.295 | 21.7 | |
| gbpCategory=BAED-enabled gradient-based explanation models2026.03 | 5.302 | 21.7 | |
| SMCategory=BAED-enabled gradient-based explanation models2026.03 | 5.331 | 21.7 | |
| GE-LCategory=Non-GNN-based explanation algorithms2026.03 | 6.53 | — | |
| gnnexpCategory=BAED-enabled gradient-based explanation models2026.03 | 6.65 | 21.7 | |
| LPCategory=Non-GNN-based explanation algorithms2026.03 | 7.276 | — | |
| pgexpCategory=BAED-enabled gradient-based explanation models2026.03 | 8.543 | 21.7 | |
| LN-LCategory=Non-GNN-based explanation algorithms2026.03 | 8.761 | — | |
| DWCategory=Non-GNN-based explanation algorithms2026.03 | 8.833 | — | |
| LIMECategory=Non-GNN-based explanation algorithms2026.03 | 12.672 | — |