Graph Explanation on IMDB
93.4Fidelity (Negative)GraphSVX
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GraphSVXPredictor=HAN, Mask Type=edge2026.02 | 93.4 | 35.8 | 54.91 | 55.8 | |
| GradPredictor=HAN-GCN, Mask Type=node2026.02 | 89.8 | 33.2 | 50.43 | 52.6 | |
| GNNShapPredictor=HAN, Mask Type=edge2026.02 | 89.2 | 44.4 | 52.87 | 54.8 | |
| PGM-ExplainerPredictor=HAN-GCN, Mask Type=node2026.02 | 87.2 | 26 | 50.81 | 51.2 | |
| GradPredictor=HAN, Mask Type=node2026.02 | 82 | 35.2 | 49.42 | 49.6 | |
| PGM-ExplainerPredictor=HAN, Mask Type=node2026.02 | 79.4 | 27.6 | 48.7 | 49 | |
| GNNShapPredictor=HAN-GCN, Mask Type=edge2026.02 | 78.4 | 23.4 | 47.3 | 51.4 | |
| GraphSVXPredictor=HAN-GCN, Mask Type=edge2026.02 | 77.4 | 13.6 | 45.22 | 50.2 | |
| GNNExplainerPredictor=HAN, Mask Type=edge+feature2026.02 | 68.8 | 7.2 | 48.22 | 51.2 | |
| RandomNodeMaskPredictor=HAN-GCN, Mask Type=node2026.02 | 68.4 | 9.8 | 43.8 | 49.2 | |
| RandomEdgeMaskPredictor=HAN-GCN, Mask Type=edge2026.02 | 67.2 | 6.2 | 42.24 | 48.4 | |
| RandomEdgeMaskPredictor=HAN, Mask Type=edge2026.02 | 66.2 | 8.4 | 48.27 | 50.6 | |
| GNNExplainerPredictor=HAN-GCN, Mask Type=edge+feature2026.02 | 65.2 | 5.2 | 42.89 | 48 | |
| xPathPredictor=HAN, Mask Type=edge2026.02 | 63.6 | 8.8 | 45.93 | 47.6 | |
| RandomNodeMaskPredictor=HAN, Mask Type=node2026.02 | 63.4 | 11 | 44.43 | 49.4 | |
| RandomEdgeAndFeatureMaskPredictor=HAN-GCN, Mask Type=edge+feature2026.02 | 60.8 | 14 | 36.35 | 45.2 | |
| xPathPredictor=HAN-GCN, Mask Type=edge2026.02 | 60 | 3.8 | 43.29 | 48.8 | |
| RandomEdgeAndFeatureMaskPredictor=HAN, Mask Type=edge+feature2026.02 | 56.8 | 14.2 | 40.61 | 47.6 |