2024
Provably Powerful Graph Neural Networks for Directed Multigraphs
AAAI 2024technical
This paper analyses a set of simple adaptations that transform standard message-passing Graph Neural Networks (GNN) into provably powerful directed multigraph neural networks. The adaptations include multigraph port numbering, ego IDs, and reverse message passing. We prove that the combination of th…