Subgraph Importance Estimation on BENZ (test)
57.8Fidelity F1eXEL
Evaluation Results
| Method | Links | |
|---|---|---|
| eXELGNN Backbone=GAT2026.05 | 57.8 | |
| SubgraphXGNN Backbone=GAT2026.05 | 55.8 | |
| eXELGNN Backbone=GIN2026.05 | 38.8 | |
| eXELGNN Backbone=SAGE2026.05 | 37 | |
| SAGNN Backbone=GIN2026.05 | 33.1 | |
| SAGNN Backbone=SAGE2026.05 | 28.1 | |
| GradCAMGNN Backbone=GIN2026.05 | 20.6 | |
| eXELGNN Backbone=GCN2026.05 | 19.6 | |
| SubgraphXGNN Backbone=GIN2026.05 | 16.8 | |
| GBPGNN Backbone=GAT2026.05 | 16.6 | |
| GNNExpGNN Backbone=GAT2026.05 | 16.3 | |
| GNNExpGNN Backbone=SAGE2026.05 | 16.1 | |
| GBPGNN Backbone=SAGE2026.05 | 16.1 | |
| GNNExpGNN Backbone=GIN2026.05 | 16 | |
| SAGNN Backbone=GAT2026.05 | 15.8 | |
| GNNExpGNN Backbone=GCN2026.05 | 15.6 | |
| GBPGNN Backbone=GIN2026.05 | 15.2 | |
| GradCAMGNN Backbone=SAGE2026.05 | 15 | |
| SubgraphXGNN Backbone=SAGE2026.05 | 14.9 | |
| GBPGNN Backbone=GCN2026.05 | 14.7 | |
| SubgraphXGNN Backbone=GCN2026.05 | 11.2 | |
| GraphMaskGNN Backbone=GAT2026.05 | 10.5 | |
| SAGNN Backbone=GCN2026.05 | 9.5 | |
| PGExpGNN Backbone=GCN2026.05 | 7.6 | |
| GradCAMGNN Backbone=GCN2026.05 | 7.5 | |
| GraphMaskGNN Backbone=GIN2026.05 | 7.5 | |
| GraphMaskGNN Backbone=GCN2026.05 | 7.3 | |
| GraphMaskGNN Backbone=SAGE2026.05 | 6.5 | |
| PGExpGNN Backbone=GAT2026.05 | 6.2 | |
| PGExpGNN Backbone=GIN2026.05 | 5.7 | |
| PGExpGNN Backbone=SAGE2026.05 | 5.3 | |
| GradCAMGNN Backbone=GAT2026.05 | 4.5 |