Classifying Nodes in Graphs without GNNs

Daniel Winter, Niv Cohen, Yedid Hoshen

Graph neural networks (GNNs) are the dominant paradigm for classifying nodes in a graph, but they have several undesirable attributes stemming from their message passing architectu…