Node-level explanation on MULTI
86.4Fidelity F1SubgraphX
Evaluation Results
| Method | Links | |
|---|---|---|
| SubgraphXBackbone=GCN2026.05 | 86.4 | |
| SubgraphXBackbone=SAGE2026.05 | 80.9 | |
| eXELnodeBackbone=GIN2026.05 | 79.3 | |
| SubgraphXBackbone=GIN2026.05 | 73.1 | |
| eXELnodeBackbone=GCN2026.05 | 69.5 | |
| GBPBackbone=GIN2026.05 | 59.6 | |
| GradCAMBackbone=GIN2026.05 | 54.1 | |
| SABackbone=SAGE2026.05 | 47.3 | |
| PGExpBackbone=GCN2026.05 | 46.6 | |
| SABackbone=GIN2026.05 | 45.6 | |
| GBPBackbone=GCN2026.05 | 45.2 | |
| SubgraphXBackbone=GAT2026.05 | 42.4 | |
| eXELnodeBackbone=SAGE2026.05 | 39.4 | |
| SABackbone=GCN2026.05 | 35.5 | |
| eXELnodeBackbone=GAT2026.05 | 30.9 | |
| GNNExpBackbone=SAGE2026.05 | 30.4 | |
| GraphMaskBackbone=GCN2026.05 | 26.9 | |
| PGExpBackbone=SAGE2026.05 | 26.5 | |
| GNNExpBackbone=GCN2026.05 | 25.5 | |
| GradCAMBackbone=GCN2026.05 | 23.7 | |
| GBPBackbone=SAGE2026.05 | 23.2 | |
| GNNExpBackbone=GAT2026.05 | 20.7 | |
| SABackbone=GAT2026.05 | 20.6 | |
| GraphMaskBackbone=SAGE2026.05 | 19.5 | |
| GNNExpBackbone=GIN2026.05 | 16.6 | |
| GraphMaskBackbone=GAT2026.05 | 15.6 | |
| PGExpBackbone=GAT2026.05 | 14.9 | |
| GBPBackbone=GAT2026.05 | 14.4 | |
| GraphMaskBackbone=GIN2026.05 | 13.8 | |
| GradCAMBackbone=GAT2026.05 | 13.1 | |
| GradCAMBackbone=SAGE2026.05 | 12.6 | |
| PGExpBackbone=GIN2026.05 | 0.4 |