Heterophily-informed Message Passing

Haishan Wang, Arno Solin, Vikas Garg

Graph neural networks (GNNs) are known to be vulnerable to oversmoothing due to their implicit homophily assumption. We mitigate this problem with a novel scheme that regulates the…