Language Models as Messengers: Enhancing Message Passing in Heterophilic Graph Learning

Dawei Cheng, Wenjun Wang, Mingjian Guang

Graph neural networks (GNNs) have become a standard paradigm for graph representation learning, yet their message passing mechanism implicitly assumes that messages can be represen…