Subgraph Importance Estimation on ames (test)
26.5Fidelity F1eXEL
Evaluation Results
| Method | Links | |
|---|---|---|
| eXELGNN Backbone=SAGE2026.05 | 26.5 | |
| eXELGNN Backbone=GIN2026.05 | 24.2 | |
| SAGNN Backbone=SAGE2026.05 | 21.2 | |
| SubgraphXGNN Backbone=SAGE2026.05 | 21.2 | |
| SubgraphXGNN Backbone=GCN2026.05 | 19.4 | |
| SAGNN Backbone=GIN2026.05 | 17.6 | |
| SubgraphXGNN Backbone=GIN2026.05 | 17.4 | |
| eXELGNN Backbone=GAT2026.05 | 16.8 | |
| GNNExpGNN Backbone=SAGE2026.05 | 16 | |
| eXELGNN Backbone=GCN2026.05 | 15.5 | |
| GBPGNN Backbone=SAGE2026.05 | 14.7 | |
| GNNExpGNN Backbone=GAT2026.05 | 14.6 | |
| GradCAMGNN Backbone=GIN2026.05 | 14.4 | |
| GradCAMGNN Backbone=SAGE2026.05 | 13.9 | |
| GNNExpGNN Backbone=GIN2026.05 | 10.9 | |
| GraphMaskGNN Backbone=GIN2026.05 | 10.3 | |
| GBPGNN Backbone=GAT2026.05 | 10 | |
| GBPGNN Backbone=GIN2026.05 | 10 | |
| SAGNN Backbone=GAT2026.05 | 9.9 | |
| GraphMaskGNN Backbone=SAGE2026.05 | 9.8 | |
| GNNExpGNN Backbone=GCN2026.05 | 8.2 | |
| PGExpGNN Backbone=GAT2026.05 | 7.4 | |
| GraphMaskGNN Backbone=GAT2026.05 | 7.2 | |
| PGExpGNN Backbone=GIN2026.05 | 6.2 | |
| PGExpGNN Backbone=SAGE2026.05 | 5.2 | |
| SAGNN Backbone=GCN2026.05 | 4.4 | |
| GraphMaskGNN Backbone=GCN2026.05 | 3.7 | |
| GradCAMGNN Backbone=GAT2026.05 | 3.5 | |
| GBPGNN Backbone=GCN2026.05 | 2.6 | |
| PGExpGNN Backbone=GCN2026.05 | 2.4 | |
| SubgraphXGNN Backbone=GAT2026.05 | 1.4 | |
| GradCAMGNN Backbone=GCN2026.05 | 0.9 |