Graph Classification Explanation on MUTAG
62.51IoUGNNExplainer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GNNExplainerGNN Backbone=GCN2026.06 | 62.51 | 72.25 | |
| IntegratedGradientGNN Backbone=GCN2026.06 | 44.59 | 55.8 | |
| IntegratedGradientGNN Backbone=GraphSAGE2026.06 | 30.25 | 42.46 | |
| Shapley ValuesGNN Backbone=GraphSAGE2026.06 | 26.51 | 38.46 | |
| Shapley ValuesGNN Backbone=GIN2026.06 | 21.38 | 31.77 | |
| Shapley ValuesGNN Backbone=GAT2026.06 | 18.99 | 29.22 | |
| Shapley ValuesGNN Backbone=GCN2026.06 | 18.84 | 29.52 | |
| GNNExplainerGNN Backbone=GraphSAGE2026.06 | 18.72 | 28.71 | |
| CIExplainerGNN Backbone=GIN2026.06 | 17.51 | 25.8 | |
| GNNExplainerGNN Backbone=GAT2026.06 | 16.59 | 24.67 | |
| PGExplainerGNN Backbone=GraphSAGE2026.06 | 16.5 | 23.43 | |
| CIExplainerGNN Backbone=GAT2026.06 | 13.14 | 21.41 | |
| IntegratedGradientGNN Backbone=GIN2026.06 | 12.83 | 20.4 | |
| InputXGradientsGNN Backbone=GIN2026.06 | 12.81 | 19.82 | |
| CIExplainerGNN Backbone=GraphSAGE2026.06 | 12.13 | 18.9 | |
| InputXGradientsGNN Backbone=GAT2026.06 | 12.08 | 17.48 | |
| IntegratedGradientGNN Backbone=GAT2026.06 | 12.02 | 19.85 | |
| CIExplainerGNN Backbone=GCN2026.06 | 11.6 | 18.44 | |
| PGExplainerGNN Backbone=GAT2026.06 | 11.32 | 16.58 | |
| Random ExplainerGNN Backbone=GCN2026.06 | 11.07 | 17.47 | |
| Random ExplainerGNN Backbone=GIN2026.06 | 11.05 | 17.51 | |
| InputXGradientsGNN Backbone=GraphSAGE2026.06 | 10.97 | 16.83 | |
| Random ExplainerGNN Backbone=GraphSAGE2026.06 | 10.9 | 17.23 | |
| Random ExplainerGNN Backbone=GAT2026.06 | 10.84 | 17.19 | |
| PGExplainerGNN Backbone=GIN2026.06 | 10 | 15.49 | |
| SubgraphXGNN Backbone=GAT2026.06 | 8.77 | 12.59 | |
| SubgraphXGNN Backbone=GraphSAGE2026.06 | 8.63 | 12.4 | |
| SubgraphXGNN Backbone=GIN2026.06 | 8.61 | 12.35 | |
| InputXGradientsGNN Backbone=GCN2026.06 | 8.27 | 11 | |
| SubgraphXGNN Backbone=GCN2026.06 | 8.08 | 11.59 | |
| PGExplainerGNN Backbone=GCN2026.06 | 7.8 | 12 | |
| GNNExplainerGNN Backbone=GIN2026.06 | 6.11 | 9.5 |