Explainability on Coauthor CS
3.143Faithfulness (KL distance)inpgrad
Evaluation results
| Method | Links | ||
|---|---|---|---|
| inpgradCategory=BAED-enabled gradient-based explanation models2026.03 | 3.143 | 12.6 | |
| SMCategory=BAED-enabled gradient-based explanation models2026.03 | 3.161 | 12.6 | |
| IGCategory=BAED-enabled gradient-based explanation models2026.03 | 3.167 | 12.6 | |
| gbpCategory=BAED-enabled gradient-based explanation models2026.03 | 3.199 | 12.6 | |
| deconvCategory=BAED-enabled gradient-based explanation models2026.03 | 3.201 | 12.6 | |
| gnnexpCategory=BAED-enabled gradient-based explanation models2026.03 | 3.521 | 12.6 | |
| GE-LCategory=Non-GNN-based explanation algorithms2026.03 | 3.595 | — | |
| LPCategory=Non-GNN-based explanation algorithms2026.03 | 3.72 | — | |
| LN-LCategory=Non-GNN-based explanation algorithms2026.03 | 3.935 | — | |
| pgexpCategory=BAED-enabled gradient-based explanation models2026.03 | 3.952 | 12.6 | |
| DWCategory=Non-GNN-based explanation algorithms2026.03 | 3.953 | — | |
| LIMECategory=Non-GNN-based explanation algorithms2026.03 | 4.541 | — |