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ResearchFormerly WizWand

Graph Explanation on DBLP

99.4Fidelity -GNNShap
70.48877.99485.593.006Feb 9, 2026
Updated 8mo ago

Evaluation results

MethodLinks
GNNShapPredictor=HAN, Mask Type=edge2026.0299.47.491.794.8
GraphSVXPredictor=HAN, Mask Type=edge2026.02971.892.7595
RandomEdgeMaskPredictor=HAN, Mask Type=edge2026.0296192.7895.2
GNNExplainerPredictor=HAN, Mask Type=edge+feature2026.0295.61.692.3994.8
PGM-ExplainerPredictor=HAN, Mask Type=node2026.02954.291.7894.2
GradPredictor=HAN, Mask Type=node2026.0294.48.890.5692.4
GNNShapPredictor=HAN-GCN, Mask Type=edge2026.0294.411.688.1191.4
PGM-ExplainerPredictor=HAN-GCN, Mask Type=node2026.02946.888.9992.2
RandomEdgeMaskPredictor=HAN-GCN, Mask Type=edge2026.0293.86.687.7691.2
GradPredictor=HAN-GCN, Mask Type=node2026.0293.67.284.8889
RandomNodeMaskPredictor=HAN-GCN, Mask Type=node2026.0293.66.487.7491.4
RandomEdgeAndFeatureMaskPredictor=HAN-GCN, Mask Type=edge+feature2026.0293.26.487.6391.4
xPathPredictor=HAN, Mask Type=edge2026.02932.894.5295
GraphSVXPredictor=HAN-GCN, Mask Type=edge2026.0290.66.884.3787.2
RandomNodeMaskPredictor=HAN, Mask Type=node2026.0282274.1181.6
xPathPredictor=HAN-GCN, Mask Type=edge2026.0281.25.473.6178.6
RandomEdgeAndFeatureMaskPredictor=HAN, Mask Type=edge+feature2026.0278.41.666.8677.6
GNNExplainerPredictor=HAN-GCN, Mask Type=edge+feature2026.0271.65.86268.6