G-Signatures: Global Graph Propagation With Randomized Signatures

Bernhard Schäfl, Lukas Gruber, Johannes Brandstetter +1

Graph neural networks (GNNs) have evolved into one of the most popular deep learning architectures. However, GNNs suffer from over-smoothing node information and, therefore, strugg…