MixupExplainer: Generalizing Explanations for Graph Neural Networks with Data Augmentation
Published in KDD 2023, 2023
MixupExplainer addresses distribution shift in post-hoc graph explanations by introducing mixup-based augmentation under an information bottleneck perspective.
Recommended citation: Jiaxing Zhang, Dongsheng Luo, Hua Wei. 2023. MixupExplainer: Generalizing Explanations for Graph Neural Networks with Data Augmentation. Proceedings of KDD 2023.
Recommended citation: Jiaxing Zhang, Dongsheng Luo, Hua Wei. 2023. MixupExplainer: Generalizing Explanations for Graph Neural Networks with Data Augmentation. Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2023). https://arxiv.org/abs/2307.07832