Node Classification Explanation on BA-shapes
92.94IoUCIExplainer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CIExplainerGNN Architecture=GraphSAGE2026.06 | 92.94 | 95.76 | |
| CIExplainerGNN Architecture=GCN2026.06 | 89.09 | 93.14 | |
| PGExplainerGNN Architecture=GIN2026.06 | 85.66 | 89.29 | |
| CIExplainerGNN Architecture=GAT2026.06 | 84.48 | 87.38 | |
| IntegratedGradientGNN Architecture=GraphSAGE2026.06 | 84.24 | 90 | |
| InputXGradientGNN Architecture=GraphSAGE2026.06 | 84.24 | 90 | |
| InputXGradientGNN Architecture=GAT2026.06 | 82.99 | 88.57 | |
| PGExplainerGNN Architecture=GCN2026.06 | 81.63 | 87.1 | |
| CIExplainerGNN Architecture=GIN2026.06 | 79.15 | 86.67 | |
| IntegratedGradientGNN Architecture=GAT2026.06 | 79.02 | 86.19 | |
| Shapley ValuesGNN Architecture=GraphSAGE2026.06 | 73.7 | 83.14 | |
| SubgraphXGNN Architecture=GIN2026.06 | 73.69 | 81.81 | |
| Shapley ValuesGNN Architecture=GAT2026.06 | 72.49 | 81.95 | |
| InputXGradientGNN Architecture=GCN2026.06 | 70.21 | 80 | |
| IntegratedGradientGNN Architecture=GCN2026.06 | 65.9 | 77.14 | |
| PGExplainerGNN Architecture=GraphSAGE2026.06 | 63.78 | 72.1 | |
| Shapley ValuesGNN Architecture=GCN2026.06 | 61.07 | 73.43 | |
| SubgraphXGNN Architecture=GraphSAGE2026.06 | 60.36 | 73.38 | |
| IntegratedGradientGNN Architecture=GIN2026.06 | 59.61 | 72.38 | |
| SubgraphXGNN Architecture=GAT2026.06 | 59.35 | 70.1 | |
| InputXGradientGNN Architecture=GIN2026.06 | 58.48 | 71.43 | |
| PGExplainerGNN Architecture=GAT2026.06 | 57.31 | 63.95 | |
| GNNExplainerGNN Architecture=GCN2026.06 | 56.83 | 70.19 | |
| GNNExplainerGNN Architecture=GIN2026.06 | 53.72 | 66.14 | |
| SubgraphXGNN Architecture=GCN2026.06 | 53.63 | 67.29 | |
| Shapley ValuesGNN Architecture=GIN2026.06 | 52.28 | 66.33 | |
| GNNExplainerGNN Architecture=GraphSAGE2026.06 | 44.87 | 59.76 | |
| GNNExplainerGNN Architecture=GAT2026.06 | 29.22 | 39.67 | |
| Random ExplainerGNN Architecture=GraphSAGE2026.06 | 0.4 | 0.71 | |
| Random ExplainerGNN Architecture=GAT2026.06 | 0.37 | 0.62 | |
| Random ExplainerGNN Architecture=GIN2026.06 | 0.32 | 0.57 | |
| Random ExplainerGNN Architecture=GCN2026.06 | 0.29 | 0.52 |