Subgraph Importance Estimation on MUTAG (test)
25.8Fidelity F1SubgraphX
Evaluation results
| Method | Links | |
|---|---|---|
| SubgraphXGNN Backbone=SAGE2026.05 | 25.8 | |
| SubgraphXGNN Backbone=GCN2026.05 | 24.3 | |
| eXELGNN Backbone=SAGE2026.05 | 20 | |
| eXELGNN Backbone=GCN2026.05 | 15.8 | |
| GNNExpGNN Backbone=GCN2026.05 | 15.1 | |
| SubgraphXGNN Backbone=GAT2026.05 | 14.2 | |
| SubgraphXGNN Backbone=GIN2026.05 | 14.1 | |
| eXELGNN Backbone=GIN2026.05 | 13.9 | |
| eXELGNN Backbone=GAT2026.05 | 13.8 | |
| GradCAMGNN Backbone=GIN2026.05 | 9.5 | |
| GradCAMGNN Backbone=SAGE2026.05 | 9.1 | |
| GNNExpGNN Backbone=SAGE2026.05 | 7.5 | |
| SAGNN Backbone=GIN2026.05 | 7.4 | |
| SAGNN Backbone=SAGE2026.05 | 6 | |
| GBPGNN Backbone=GAT2026.05 | 5.8 | |
| GNNExpGNN Backbone=GAT2026.05 | 4.4 | |
| GBPGNN Backbone=SAGE2026.05 | 3.8 | |
| SAGNN Backbone=GAT2026.05 | 3.5 | |
| GraphMaskGNN Backbone=GAT2026.05 | 3.4 | |
| GBPGNN Backbone=GCN2026.05 | 3.1 | |
| GraphMaskGNN Backbone=SAGE2026.05 | 3.1 | |
| SAGNN Backbone=GCN2026.05 | 2 | |
| GradCAMGNN Backbone=GAT2026.05 | 1.6 | |
| GBPGNN Backbone=GIN2026.05 | 1.3 | |
| PGExpGNN Backbone=SAGE2026.05 | 1.2 | |
| GNNExpGNN Backbone=GIN2026.05 | 1 | |
| GraphMaskGNN Backbone=GCN2026.05 | 0.9 | |
| PGExpGNN Backbone=GAT2026.05 | 0.6 | |
| GraphMaskGNN Backbone=GIN2026.05 | 0.6 | |
| PGExpGNN Backbone=GIN2026.05 | 0.5 | |
| GradCAMGNN Backbone=GCN2026.05 | 0.1 | |
| PGExpGNN Backbone=GCN2026.05 | 0 |