Ignoring Directionality Leads to Compromised Graph Neural Network Explanations

Changsheng Sun, Xinke Li, Jin Song Dong

Graph Neural Networks (GNNs) are increasingly used in critical domains, where reliable explanations are vital for supporting human decision-making. However, the common practice of…