Decouple Graph Neural Networks: Train Multiple Simple GNNs Simultaneously Instead of One

Hongyuan Zhang, Yanan Zhu, Xuelong Li

Graph neural networks (GNN) suffer from severe inefficiency. It is mainly caused by the exponential growth of node dependency with the increase of layers. It extremely limits the a…