Sandra Kiefer

SpeqNets: Sparsity-aware permutation-equivariant graph networks

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 neural networks do not scale to large graphs. They either operate on $k$-order tensors or consider all $k$…