Node Classification Explanation on Tree-grid
93.25IoUCIExplainer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CIExplainerGNN Architecture=GraphSAGE2026.06 | 93.25 | 95.95 | |
| CIExplainerGNN Architecture=GCN2026.06 | 90.08 | 93.81 | |
| InputXGradientGNN Architecture=GraphSAGE2026.06 | 88.9 | 93.76 | |
| InputXGradientGNN Architecture=GCN2026.06 | 88.87 | 93.76 | |
| IntegratedGradientGNN Architecture=GCN2026.06 | 88.68 | 93.61 | |
| IntegratedGradientGNN Architecture=GraphSAGE2026.06 | 88.68 | 93.61 | |
| IntegratedGradientGNN Architecture=GIN2026.06 | 87.41 | 92.85 | |
| PGExplainerGNN Architecture=GIN2026.06 | 87.01 | 92.53 | |
| CIExplainerGNN Architecture=GAT2026.06 | 84.39 | 90.75 | |
| CIExplainerGNN Architecture=GIN2026.06 | 84.07 | 89.88 | |
| IntegratedGradientGNN Architecture=GAT2026.06 | 83.95 | 89.76 | |
| InputXGradientGNN Architecture=GAT2026.06 | 83.81 | 89.54 | |
| GNNExplainerGNN Architecture=GCN2026.06 | 77.54 | 86.58 | |
| Shapley ValuesGNN Architecture=GraphSAGE2026.06 | 74.87 | 84.4 | |
| Shapley ValuesGNN Architecture=GAT2026.06 | 74.53 | 84.44 | |
| GNNExplainerGNN Architecture=GraphSAGE2026.06 | 74.49 | 83.97 | |
| GNNExplainerGNN Architecture=GAT2026.06 | 74.13 | 83.82 | |
| Shapley ValuesGNN Architecture=GCN2026.06 | 73.75 | 83.56 | |
| SubgraphXGNN Architecture=GraphSAGE2026.06 | 31.24 | 46.47 | |
| SubgraphXGNN Architecture=GIN2026.06 | 31.18 | 46.32 | |
| SubgraphXGNN Architecture=GAT2026.06 | 30.42 | 45.34 | |
| SubgraphXGNN Architecture=GCN2026.06 | 29.85 | 44.64 | |
| PGExplainerGNN Architecture=GraphSAGE2026.06 | 19.6 | 19.6 | |
| Shapley ValuesGNN Architecture=GIN2026.06 | 10.72 | 18.13 | |
| PGExplainerGNN Architecture=GCN2026.06 | 9.71 | 13.35 | |
| PGExplainerGNN Architecture=GAT2026.06 | 3.33 | 5.8 | |
| InputXGradientGNN Architecture=GIN2026.06 | 1.82 | 2.28 | |
| GNNExplainerGNN Architecture=GIN2026.06 | 1.82 | 2.28 | |
| Random ExplainerGNN Architecture=GAT2026.06 | 0.53 | 0.99 | |
| Random ExplainerGNN Architecture=GIN2026.06 | 0.4 | 0.75 | |
| Random ExplainerGNN Architecture=GCN2026.06 | 0.36 | 0.67 | |
| Random ExplainerGNN Architecture=GraphSAGE2026.06 | 0.24 | 0.46 |