Why Multi-Layer Message Passing Works: Completeness Theory for Graph Neural Network Interatomic Potentials

Pingbing Ming, Han Wang

We prove that the Hypergraph Neural Network, an invariant architecture with 3-body message passing, is a universal approximator for potential energy surfaces. Our main contribution…