On Graph Neural Network Fairness in the Presence of Heterophilous Neighborhoods

Donald Loveland, Jiong Zhu, Mark Heimann +3

We study the task of node classification for graph neural networks (GNNs) and establish a connection between group fairness, as measured by statistical parity and equal opportunity…