Flow Matters: Directional and Expressive GNNs for Heterophilic Graphs

Arman Gupta, Govind Waghmare, Gaurav Oberoi +1

In heterophilic graphs, where neighboring nodes often belong to different classes, conventional Graph Neural Networks (GNNs) struggle due to their reliance on local homophilous nei…