Graph Explanation on DBLP
99.4Fidelity -GNNShap
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GNNShapPredictor=HAN, Mask Type=edge2026.02 | 99.4 | 7.4 | 91.7 | 94.8 | |
| GraphSVXPredictor=HAN, Mask Type=edge2026.02 | 97 | 1.8 | 92.75 | 95 | |
| RandomEdgeMaskPredictor=HAN, Mask Type=edge2026.02 | 96 | 1 | 92.78 | 95.2 | |
| GNNExplainerPredictor=HAN, Mask Type=edge+feature2026.02 | 95.6 | 1.6 | 92.39 | 94.8 | |
| PGM-ExplainerPredictor=HAN, Mask Type=node2026.02 | 95 | 4.2 | 91.78 | 94.2 | |
| GradPredictor=HAN, Mask Type=node2026.02 | 94.4 | 8.8 | 90.56 | 92.4 | |
| GNNShapPredictor=HAN-GCN, Mask Type=edge2026.02 | 94.4 | 11.6 | 88.11 | 91.4 | |
| PGM-ExplainerPredictor=HAN-GCN, Mask Type=node2026.02 | 94 | 6.8 | 88.99 | 92.2 | |
| RandomEdgeMaskPredictor=HAN-GCN, Mask Type=edge2026.02 | 93.8 | 6.6 | 87.76 | 91.2 | |
| GradPredictor=HAN-GCN, Mask Type=node2026.02 | 93.6 | 7.2 | 84.88 | 89 | |
| RandomNodeMaskPredictor=HAN-GCN, Mask Type=node2026.02 | 93.6 | 6.4 | 87.74 | 91.4 | |
| RandomEdgeAndFeatureMaskPredictor=HAN-GCN, Mask Type=edge+feature2026.02 | 93.2 | 6.4 | 87.63 | 91.4 | |
| xPathPredictor=HAN, Mask Type=edge2026.02 | 93 | 2.8 | 94.52 | 95 | |
| GraphSVXPredictor=HAN-GCN, Mask Type=edge2026.02 | 90.6 | 6.8 | 84.37 | 87.2 | |
| RandomNodeMaskPredictor=HAN, Mask Type=node2026.02 | 82 | 2 | 74.11 | 81.6 | |
| xPathPredictor=HAN-GCN, Mask Type=edge2026.02 | 81.2 | 5.4 | 73.61 | 78.6 | |
| RandomEdgeAndFeatureMaskPredictor=HAN, Mask Type=edge+feature2026.02 | 78.4 | 1.6 | 66.86 | 77.6 | |
| GNNExplainerPredictor=HAN-GCN, Mask Type=edge+feature2026.02 | 71.6 | 5.8 | 62 | 68.6 |