Subgraph Importance Estimation on BBBP (test)
11.5Fidelity F1eXEL
Evaluation results
| Method | Links | |
|---|---|---|
| eXELGNN Backbone=SAGE2026.05 | 11.5 | |
| eXELGNN Backbone=GIN2026.05 | 11.1 | |
| eXELGNN Backbone=GCN2026.05 | 9 | |
| eXELGNN Backbone=GAT2026.05 | 7.9 | |
| GNNExpGNN Backbone=GCN2026.05 | 6.9 | |
| SAGNN Backbone=GCN2026.05 | 6.8 | |
| GNNExpGNN Backbone=GAT2026.05 | 6.8 | |
| GNNExpGNN Backbone=GIN2026.05 | 6.1 | |
| GBPGNN Backbone=SAGE2026.05 | 6.1 | |
| GNNExpGNN Backbone=SAGE2026.05 | 6 | |
| SubgraphXGNN Backbone=GCN2026.05 | 5.5 | |
| GBPGNN Backbone=GCN2026.05 | 5.4 | |
| GraphMaskGNN Backbone=GAT2026.05 | 4.9 | |
| GraphMaskGNN Backbone=GIN2026.05 | 4.7 | |
| SubgraphXGNN Backbone=SAGE2026.05 | 4.7 | |
| GradCAMGNN Backbone=GCN2026.05 | 4.4 | |
| PGExpGNN Backbone=SAGE2026.05 | 4.4 | |
| GraphMaskGNN Backbone=GCN2026.05 | 4.3 | |
| GBPGNN Backbone=GAT2026.05 | 4.3 | |
| SAGNN Backbone=GAT2026.05 | 4.3 | |
| SubgraphXGNN Backbone=GAT2026.05 | 4.3 | |
| PGExpGNN Backbone=GCN2026.05 | 4.1 | |
| GraphMaskGNN Backbone=SAGE2026.05 | 3.7 | |
| PGExpGNN Backbone=GAT2026.05 | 3.6 | |
| SAGNN Backbone=GIN2026.05 | 3.6 | |
| SubgraphXGNN Backbone=GIN2026.05 | 3.4 | |
| PGExpGNN Backbone=GIN2026.05 | 3.2 | |
| GradCAMGNN Backbone=GIN2026.05 | 3.2 | |
| GBPGNN Backbone=GIN2026.05 | 3.2 | |
| GradCAMGNN Backbone=SAGE2026.05 | 2.7 | |
| GradCAMGNN Backbone=GAT2026.05 | 2.6 | |
| SAGNN Backbone=SAGE2026.05 | 2.6 |