Graph Explanation on ZINC250K HLM-CLint (test)
0.796Fidelity+PGIBcont + merge
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PGIBcont + mergeSparsity (k)=0.5, merging prototypes=true2023.10 | 0.796 | 0.543 | |
| VGIBSparsity=0.5, Target Model=GCN2021.12 | 0.792 | 0.579 | |
| VGIBSparsity (k)=0.52023.10 | 0.792 | 0.579 | |
| GraphGrad-CAMSparsity=0.5, Target Model=GCN2021.12 | 0.782 | 0.668 | |
| GIBSparsity=0.5, Target Model=GCN2021.12 | 0.781 | 0.643 | |
| GIBSparsity (k)=0.52023.10 | 0.781 | 0.643 | |
| GNNExplainerSparsity=0.5, Target Model=GCN2021.12 | 0.778 | 0.616 | |
| GNNexplainerSparsity (k)=0.52023.10 | 0.778 | 0.616 | |
| PGIBcontSparsity (k)=0.52023.10 | 0.772 | 0.593 | |
| IGExplainerSparsity=0.5, Target Model=GCN2021.12 | 0.758 | 0.686 | |
| GraphMaskSparsity=0.5, Target Model=GCN2021.12 | 0.706 | 0.592 | |
| PGExplainerSparsity=0.5, Target Model=GCN2021.12 | 0.692 | 0.62 | |
| PGexplainerSparsity (k)=0.52023.10 | 0.692 | 0.62 |