Residual connections provably mitigate oversmoothing in graph neural networks

Ziang Chen, Zhengjiang Lin, Shi Chen +2

Graph neural networks (GNNs) have achieved remarkable empirical success in processing and representing graph-structured data across various domains. However, a significant challeng…