Subgraph Filtering for Fair Graph Neural Networks

Haohui Lu, jiyuan Tian, Fangyu Zhou +1

Graph neural networks (GNNs) can exhibit unfair behavior even when sensitive attributes are excluded from node features, because graph topology and message passing propagate group-…