Graph Explanation on ACM
97.6Fidelity (-)Grad
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GradPredictor=HAN, Mask Type=node2026.02 | 97.6 | 32.2 | 91.49 | 91.4 | |
| PGM-ExplainerPredictor=HAN, Mask Type=node2026.02 | 95.4 | 15.6 | 90.08 | 90 | |
| GNNShapPredictor=HAN, Mask Type=edge2026.02 | 94.8 | 10.4 | 87.34 | 87 | |
| GraphSVXPredictor=HAN, Mask Type=edge2026.02 | 94.6 | 9.2 | 87.95 | 87.6 | |
| GradPredictor=HAN-GCN, Mask Type=node2026.02 | 93 | 32.4 | 88.21 | 88 | |
| RandomNodeMaskPredictor=HAN, Mask Type=node2026.02 | 89.2 | 3.8 | 85.87 | 85.4 | |
| HiSEClassifier=HAN, K=202026.06 | 89 | — | — | — | |
| HiSEClassifier=HGT, K=202026.06 | 89 | — | — | — | |
| GNNExplainerPredictor=HAN, Mask Type=edge+feature2026.02 | 88.2 | 2.6 | 84.02 | 83.6 | |
| RandomEdgeMaskPredictor=HAN, Mask Type=edge2026.02 | 87.6 | 2.2 | 82.47 | 81.8 | |
| GraphLIMEClassifier=HAN, K=202026.06 | 87 | — | — | — | |
| HiSEClassifier=MAGNN, K=202026.06 | 86 | — | — | — | |
| HiSEClassifier=HGT, K=102026.06 | 86 | — | — | — | |
| RandomEdgeAndFeatureMaskPredictor=HAN, Mask Type=edge+feature2026.02 | 85.8 | 3 | 80.63 | 80 | |
| GraphLIMEClassifier=HAN, K=102026.06 | 85 | — | — | — | |
| PGM-ExplainerPredictor=HAN-GCN, Mask Type=node2026.02 | 84.4 | 28.6 | 82.85 | 82.6 | |
| ZORROClassifier=HAN, K=202026.06 | 84 | — | — | — | |
| HiSEClassifier=MAGNN, K=102026.06 | 83 | — | — | — | |
| HiSEClassifier=HAN, K=102026.06 | 82 | — | — | — | |
| ZORROClassifier=MAGNN, K=202026.06 | 82 | — | — | — | |
| xPathPredictor=HAN, Mask Type=edge2026.02 | 81.6 | 2.8 | 79.77 | 78.8 | |
| ZORROClassifier=HAN, K=102026.06 | 81 | — | — | — | |
| HENCE-XClassifier=HAN, K=202026.06 | 81 | — | — | — | |
| ZORROClassifier=MAGNN, K=102026.06 | 81 | — | — | — | |
| GNNShapPredictor=HAN-GCN, Mask Type=edge2026.02 | 80.8 | 24.4 | 77.39 | 78.4 | |
| GraphLIMEClassifier=MAGNN, K=202026.06 | 80 | — | — | — | |
| GraphLIMEClassifier=HGT, K=202026.06 | 79 | — | — | — | |
| HENCE-XClassifier=HGT, K=202026.06 | 79 | — | — | — | |
| HENCE-XClassifier=HAN, K=102026.06 | 78 | — | — | — | |
| GreedyClassifier=MAGNN, K=202026.06 | 78 | — | — | — | |
| HiSEClassifier=HetSANN, K=102026.06 | 78 | — | — | — | |
| HENCE-XClassifier=HGT, K=102026.06 | 78 | — | — | — | |
| GraphSVXPredictor=HAN-GCN, Mask Type=edge2026.02 | 77.4 | 21.8 | 76.4 | 76.8 | |
| GraphLIMEClassifier=MAGNN, K=102026.06 | 77 | — | — | — | |
| HENCE-XClassifier=MAGNN, K=202026.06 | 77 | — | — | — | |
| GNNExplainerClassifier=MAGNN, K=202026.06 | 76 | — | — | — | |
| GraphLIMEClassifier=HGT, K=102026.06 | 76 | — | — | — | |
| xPathPredictor=HAN-GCN, Mask Type=edge2026.02 | 75.6 | 19.8 | 77.62 | 77.2 | |
| RandomNodeMaskPredictor=HAN-GCN, Mask Type=node2026.02 | 75.2 | 21.4 | 73.55 | 74.6 | |
| RandomClassifier=HAN, K=202026.06 | 74 | — | — | — | |
| GreedyClassifier=HAN, K=202026.06 | 74 | — | — | — | |
| GreedyClassifier=MAGNN, K=102026.06 | 74 | — | — | — | |
| RandomClassifier=MAGNN, K=202026.06 | 74 | — | — | — | |
| RandomClassifier=HGT, K=202026.06 | 74 | — | — | — | |
| ZORROClassifier=HGT, K=202026.06 | 74 | — | — | — | |
| RandomEdgeMaskPredictor=HAN-GCN, Mask Type=edge2026.02 | 73.8 | 20.4 | 72.16 | 73.2 | |
| GNNExplainerClassifier=MAGNN, K=102026.06 | 73 | — | — | — | |
| HGExplainerClassifier=MAGNN, K=102026.06 | 73 | — | — | — | |
| HENCE-XClassifier=MAGNN, K=102026.06 | 73 | — | — | — | |
| GNNExplainerClassifier=HGT, K=102026.06 | 73 | — | — | — | |
| GreedyClassifier=HGT, K=202026.06 | 73 | — | — | — | |
| GNNExplainerClassifier=HGT, K=202026.06 | 73 | — | — | — | |
| RandomEdgeAndFeatureMaskPredictor=HAN-GCN, Mask Type=edge+feature2026.02 | 72.4 | 21.8 | 69.98 | 71.8 | |
| GNNExplainerClassifier=HAN, K=202026.06 | 72 | — | — | — | |
| RandomClassifier=MAGNN, K=102026.06 | 72 | — | — | — | |
| HiSEClassifier=HetSANN, K=202026.06 | 72 | — | — | — | |
| RandomClassifier=HGT, K=102026.06 | 72 | — | — | — | |
| GreedyClassifier=HAN, K=102026.06 | 71 | — | — | — | |
| HGExplainerClassifier=HAN, K=102026.06 | 71 | — | — | — | |
| GreedyClassifier=HGT, K=102026.06 | 71 | — | — | — | |
| ZORROClassifier=HGT, K=102026.06 | 71 | — | — | — | |
| RandomClassifier=HAN, K=102026.06 | 70 | — | — | — | |
| HGExplainerClassifier=HGT, K=202026.06 | 70 | — | — | — | |
| HGExplainerClassifier=MAGNN, K=202026.06 | 69 | — | — | — | |
| HGExplainerClassifier=HGT, K=102026.06 | 69 | — | — | — | |
| GNNExplainerClassifier=HAN, K=102026.06 | 68 | — | — | — | |
| HGExplainerClassifier=HAN, K=202026.06 | 67 | — | — | — | |
| GraphLIMEClassifier=HetSANN, K=102026.06 | 66 | — | — | — | |
| GraphLIMEClassifier=HetSANN, K=202026.06 | 65 | — | — | — | |
| GNNExplainerPredictor=HAN-GCN, Mask Type=edge+feature2026.02 | 60.6 | 16.8 | 59.75 | 60.4 | |
| ZORROClassifier=HetSANN, K=202026.06 | 55 | — | — | — | |
| ZORROClassifier=HetSANN, K=102026.06 | 54 | — | — | — | |
| HENCE-XClassifier=HetSANN, K=202026.06 | 54 | — | — | — | |
| HGExplainerClassifier=HetSANN, K=202026.06 | 53 | — | — | — | |
| RandomClassifier=HetSANN, K=102026.06 | 52 | — | — | — | |
| GreedyClassifier=HetSANN, K=102026.06 | 52 | — | — | — | |
| GNNExplainerClassifier=HetSANN, K=102026.06 | 52 | — | — | — | |
| RandomClassifier=HetSANN, K=202026.06 | 52 | — | — | — | |
| HGExplainerClassifier=HetSANN, K=102026.06 | 51 | — | — | — | |
| GreedyClassifier=HetSANN, K=202026.06 | 51 | — | — | — | |
| GNNExplainerClassifier=HetSANN, K=202026.06 | 51 | — | — | — | |
| HENCE-XClassifier=HetSANN, K=102026.06 | 50 | — | — | — |