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Author

Guoyin Wang

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Enhancing Graph Neural Network Explainers Using a Distribution Shift Consistency-Guided Generator

Graph Neural Network (GNN) explainers aim to identify explanatory subgraphs that provide rationales for GNNs’ predictions. Nevertheless, the distribution shift of subgraphs introduces out-of-distribution (OOD) issues into GNNs’ predictions. The OOD issues compromise explainers’ optimization, as the optimization relies...

Guang-Yong He, Li Liu, You-Min Zhang et al. · 0 citations

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