Subgraph Importance Estimation on alkane (test)
58.7Fidelity F1eXEL
Evaluation results
| Method | Links | |
|---|---|---|
| eXELGNN Backbone=SAGE2026.05 | 58.7 | |
| GradCAMGNN Backbone=SAGE2026.05 | 53.2 | |
| GBPGNN Backbone=GAT2026.05 | 48.2 | |
| eXELGNN Backbone=GAT2026.05 | 45.5 | |
| GradCAMGNN Backbone=GIN2026.05 | 42.4 | |
| GradCAMGNN Backbone=GAT2026.05 | 40.9 | |
| eXELGNN Backbone=GIN2026.05 | 40.6 | |
| SAGNN Backbone=GIN2026.05 | 38.1 | |
| SAGNN Backbone=SAGE2026.05 | 35.2 | |
| GNNExpGNN Backbone=GAT2026.05 | 33.6 | |
| eXELGNN Backbone=GCN2026.05 | 32.5 | |
| GradCAMGNN Backbone=GCN2026.05 | 32.1 | |
| GBPGNN Backbone=SAGE2026.05 | 29.4 | |
| GNNExpGNN Backbone=GCN2026.05 | 27.7 | |
| PGExpGNN Backbone=GCN2026.05 | 25.8 | |
| GBPGNN Backbone=GIN2026.05 | 24.6 | |
| GNNExpGNN Backbone=SAGE2026.05 | 24.4 | |
| SAGNN Backbone=GCN2026.05 | 22.5 | |
| PGExpGNN Backbone=GAT2026.05 | 16.4 | |
| PGExpGNN Backbone=GIN2026.05 | 15.8 | |
| GNNExpGNN Backbone=GIN2026.05 | 14.7 | |
| GraphMaskGNN Backbone=GAT2026.05 | 14.4 | |
| GBPGNN Backbone=GCN2026.05 | 13.3 | |
| PGExpGNN Backbone=SAGE2026.05 | 12.7 | |
| GraphMaskGNN Backbone=GIN2026.05 | 11.2 | |
| GraphMaskGNN Backbone=SAGE2026.05 | 11.2 | |
| GraphMaskGNN Backbone=GCN2026.05 | 9.7 | |
| SubgraphXGNN Backbone=GCN2026.05 | 8 | |
| SubgraphXGNN Backbone=SAGE2026.05 | 7.8 | |
| SAGNN Backbone=GAT2026.05 | 7.3 | |
| SubgraphXGNN Backbone=GAT2026.05 | 7.3 | |
| SubgraphXGNN Backbone=GIN2026.05 | 4.1 |