SpeqNets: Sparsity-aware permutation-equivariant graph networks

Christopher Morris, Gaurav Rattan, Sandra Kiefer, Siamak Ravanbakhsh

Abstract: While message-passing graph neural networks have clear limitations in approximating permutation-equivariant functions over graphs or general relational data, more expressive, higher-order graph neu...