Towards Deepening Graph Neural Networks: A GNTK-based Optimization Perspective

Wei Huang, Yayong Li, Weitao Du +4

Graph convolutional networks (GCNs) and their variants have achieved great success in dealing with graph-structured data. Nevertheless, it is well known that deep GCNs suffer from…