Graph Classification Explanation on BA-2motif
88.23IoUPGExplainer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PGExplainerGNN Backbone=GraphSAGE2026.06 | 88.23 | 92.4 | |
| PGExplainerGNN Backbone=GAT2026.06 | 76.96 | 82.72 | |
| CIExplainerGNN Backbone=GraphSAGE2026.06 | 75.03 | 83.36 | |
| CIExplainerGNN Backbone=GCN2026.06 | 67.45 | 78.42 | |
| PGExplainerGNN Backbone=GCN2026.06 | 63.69 | 72.16 | |
| CIExplainerGNN Backbone=GIN2026.06 | 39.21 | 54.98 | |
| PGExplainerGNN Backbone=GIN2026.06 | 38.59 | 52.1 | |
| SubgraphXGNN Backbone=GIN2026.06 | 33.01 | 38.64 | |
| SubgraphXGNN Backbone=GraphSAGE2026.06 | 31.92 | 37.26 | |
| SubgraphXGNN Backbone=GAT2026.06 | 31.08 | 36.76 | |
| SubgraphXGNN Backbone=GCN2026.06 | 30.15 | 35.54 | |
| InputXGradientsGNN Backbone=GraphSAGE2026.06 | 28.15 | 42.8 | |
| IntegratedGradientGNN Backbone=GraphSAGE2026.06 | 16.52 | 27 | |
| CIExplainerGNN Backbone=GAT2026.06 | 13.49 | 22.92 | |
| Random ExplainerGNN Backbone=GIN2026.06 | 12.35 | 20.48 | |
| Random ExplainerGNN Backbone=GAT2026.06 | 12.34 | 20.36 | |
| InputXGradientsGNN Backbone=GAT2026.06 | 12.25 | 21.2 | |
| Random ExplainerGNN Backbone=GCN2026.06 | 12.24 | 20.2 | |
| Random ExplainerGNN Backbone=GraphSAGE2026.06 | 11.71 | 19.42 | |
| GNNExplainerGNN Backbone=GCN2026.06 | 11.44 | 18.96 | |
| GNNExplainerGNN Backbone=GraphSAGE2026.06 | 11.29 | 18.8 | |
| GNNExplainerGNN Backbone=GIN2026.06 | 10.56 | 17.72 | |
| IntegratedGradientGNN Backbone=GAT2026.06 | 8.47 | 15.2 | |
| GNNExplainerGNN Backbone=GAT2026.06 | 7.38 | 12.64 | |
| Shapley ValuesGNN Backbone=GraphSAGE2026.06 | 2.24 | 3.92 | |
| Shapley ValuesGNN Backbone=GIN2026.06 | 1.61 | 2.88 | |
| Shapley ValuesGNN Backbone=GCN2026.06 | 1.58 | 2.78 | |
| Shapley ValuesGNN Backbone=GAT2026.06 | 1.15 | 2.06 | |
| InputXGradientsGNN Backbone=GCN2026.06 | 1.11 | 2 | |
| InputXGradientsGNN Backbone=GIN2026.06 | 0.78 | 1.4 | |
| IntegratedGradientGNN Backbone=GCN2026.06 | 0.22 | 0.4 | |
| IntegratedGradientGNN Backbone=GIN2026.06 | 0 | 0 |