Preventing Representational Rank Collapse in MPNNs by Splitting the Computational Graph

Andreas Roth, Franka Bause, Nils M. Kriege +1

The ability of message-passing neural networks (MPNNs) to fit complex functions over graphs is limited as most graph convolutions amplify the same signal across all feature channel…