mHC-GNN: Manifold-Constrained Hyper-Connections for Graph Neural Networks

Subhankar Mishra

Graph Neural Networks (GNNs) suffer from over-smoothing in deep architectures and expressiveness bounded by the 1-Weisfeiler-Leman (1-WL) test. We adapt Manifold-Constrained Hyper-…