ATLAS: Adaptive Topology-based Learning at Scale for Homophilic and Heterophilic Graphs

Turja Kundu, Sanjukta Bhowmick

Graph neural networks (GNNs) excel on homophilic graphs where connected nodes share labels, but struggle with heterophilic graphs where edges do not imply similarity. Moreover, ite…