Explainability on DBLP
1.799Faithfulness (KL distance)inpgrad
Evaluation results
| Method | Links | ||
|---|---|---|---|
| inpgradCategory=BAED-enabled gradient-based explanation models2026.03 | 1.799 | 15.7 | |
| IGCategory=BAED-enabled gradient-based explanation models2026.03 | 1.825 | 15.7 | |
| deconvCategory=BAED-enabled gradient-based explanation models2026.03 | 1.848 | 15.7 | |
| gbpCategory=BAED-enabled gradient-based explanation models2026.03 | 1.851 | 15.7 | |
| SMCategory=BAED-enabled gradient-based explanation models2026.03 | 1.878 | 15.7 | |
| gnnexpCategory=BAED-enabled gradient-based explanation models2026.03 | 2.05 | 15.7 | |
| GE-LCategory=Non-GNN-based explanation algorithms2026.03 | 2.135 | — | |
| LPCategory=Non-GNN-based explanation algorithms2026.03 | 2.192 | — | |
| DWCategory=Non-GNN-based explanation algorithms2026.03 | 2.612 | — | |
| pgexpCategory=BAED-enabled gradient-based explanation models2026.03 | 2.615 | 15.7 | |
| LN-LCategory=Non-GNN-based explanation algorithms2026.03 | 2.634 | — | |
| LIMECategory=Non-GNN-based explanation algorithms2026.03 | 3.6 | — |