Beyond Message Passing: A Symbolic Alternative for Expressive and Interpretable Graph Learning

Chuqin Geng, Li Zhang, Haolin Ye +5

Graph Neural Networks (GNNs) have become essential in high-stakes domains such as drug discovery, yet their black-box nature remains a significant barrier to trustworthiness. While…