A Novel Higher-order Weisfeiler-Lehman Graph Convolution

Clemens Damke, Vitalik Melnikov, Eyke Hüllermeier

Abstract: Current GNN architectures use a vertex neighborhood aggregation scheme, which limits their discriminative power to that of the 1-dimensional Weisfeiler-Lehman (WL) graph isomorphism test. Here, we ...