Edge-Splitting MLP: Node Classification on Homophilic and Heterophilic Graphs without Message Passing

Matthias Kohn, Marcel Hoffmann, Ansgar Scherp

Message Passing Neural Networks (MPNNs) have demonstrated remarkable success in node classification on homophilic graphs. It has been shown that they do not solely rely on homophil…