Why Self-Inconsistency Arises in GNN Explanations and How to Exploit It

Wenxin Tai, Yaqian Liu, Ting Zhong +1

Recent work has observed that explanations produced by Self-Interpretable Graph Neural Networks (SI-GNNs) can be self-inconsistent: when the model is reapplied to its own explanato…