Node-level Explanation on IMDB
6.1Fidelity F1eXELnode
Evaluation Results
| Method | Links | |
|---|---|---|
| eXELnodeBackbone=GAT2026.05 | 6.1 | |
| GNNExpBackbone=SAGE2026.05 | 5.4 | |
| eXELnodeBackbone=SAGE2026.05 | 4.4 | |
| SABackbone=GAT2026.05 | 4.3 | |
| GraphMaskBackbone=SAGE2026.05 | 4.3 | |
| GBPBackbone=SAGE2026.05 | 4.2 | |
| PGExpBackbone=SAGE2026.05 | 4.2 | |
| GNNExpBackbone=GAT2026.05 | 3.9 | |
| GraphMaskBackbone=GAT2026.05 | 3.3 | |
| SubgraphXBackbone=GAT2026.05 | 3.2 | |
| PGExpBackbone=GAT2026.05 | 3 | |
| GradCAMBackbone=GAT2026.05 | 2.9 | |
| PGExpBackbone=GIN2026.05 | 2.8 | |
| SABackbone=SAGE2026.05 | 2.7 | |
| GNNExpBackbone=GCN2026.05 | 2.4 | |
| SubgraphXBackbone=GIN2026.05 | 2.3 | |
| eXELnodeBackbone=GIN2026.05 | 2.2 | |
| eXELnodeBackbone=GCN2026.05 | 2.1 | |
| GBPBackbone=GAT2026.05 | 2 | |
| SABackbone=GIN2026.05 | 1.9 | |
| GBPBackbone=GIN2026.05 | 1.8 | |
| GNNExpBackbone=GIN2026.05 | 1.4 | |
| PGExpBackbone=GCN2026.05 | 1.3 | |
| SubgraphXBackbone=GCN2026.05 | 1.2 | |
| GraphMaskBackbone=GCN2026.05 | 1 | |
| GradCAMBackbone=SAGE2026.05 | 0.9 | |
| GradCAMBackbone=GCN2026.05 | 0.8 | |
| GradCAMBackbone=GIN2026.05 | 0.8 | |
| GBPBackbone=GCN2026.05 | 0.6 | |
| GraphMaskBackbone=GIN2026.05 | 0.3 | |
| SubgraphXBackbone=SAGE2026.05 | 0.1 | |
| SABackbone=GCN2026.05 | 0 |