Inductive Subgraphs as Shortcuts: Causal Disentanglement for Heterophilic Graph Learning

Xiangmeng Wang, Qian Li, Haiyang Xia +3

Heterophily is a prevalent property of real-world graphs and is well known to impair the performance of homophilic Graph Neural Networks (GNNs). Prior work has attempted to adapt G…