Subgraph Importance Estimation on FLUOR (test)
66.5Fidelity F1eXEL
Evaluation results
| Method | Links | |
|---|---|---|
| eXELGNN Backbone=SAGE2026.05 | 66.5 | |
| GradCAMGNN Backbone=GIN2026.05 | 59.8 | |
| SAGNN Backbone=GIN2026.05 | 59.8 | |
| eXELGNN Backbone=GIN2026.05 | 59.6 | |
| eXELGNN Backbone=GAT2026.05 | 58.7 | |
| SAGNN Backbone=SAGE2026.05 | 57.1 | |
| SubgraphXGNN Backbone=GAT2026.05 | 53.8 | |
| GBPGNN Backbone=GAT2026.05 | 51.7 | |
| GBPGNN Backbone=SAGE2026.05 | 48 | |
| GradCAMGNN Backbone=SAGE2026.05 | 45.9 | |
| GBPGNN Backbone=GIN2026.05 | 43.9 | |
| GNNExpGNN Backbone=SAGE2026.05 | 43.3 | |
| GNNExpGNN Backbone=GIN2026.05 | 39.9 | |
| GraphMaskGNN Backbone=GAT2026.05 | 35.6 | |
| eXELGNN Backbone=GCN2026.05 | 32.3 | |
| GradCAMGNN Backbone=GAT2026.05 | 31.7 | |
| GNNExpGNN Backbone=GAT2026.05 | 31.6 | |
| SAGNN Backbone=GAT2026.05 | 24.4 | |
| PGExpGNN Backbone=SAGE2026.05 | 23.9 | |
| PGExpGNN Backbone=GIN2026.05 | 22.7 | |
| GraphMaskGNN Backbone=SAGE2026.05 | 22.7 | |
| SAGNN Backbone=GCN2026.05 | 21.8 | |
| GBPGNN Backbone=GCN2026.05 | 21.7 | |
| GraphMaskGNN Backbone=GIN2026.05 | 21.6 | |
| SubgraphXGNN Backbone=SAGE2026.05 | 20.6 | |
| PGExpGNN Backbone=GAT2026.05 | 17.7 | |
| PGExpGNN Backbone=GCN2026.05 | 17.1 | |
| SubgraphXGNN Backbone=GIN2026.05 | 14.6 | |
| GNNExpGNN Backbone=GCN2026.05 | 14.2 | |
| GradCAMGNN Backbone=GCN2026.05 | 12.2 | |
| GraphMaskGNN Backbone=GCN2026.05 | 10.5 | |
| SubgraphXGNN Backbone=GCN2026.05 | 10.4 |