Simple and deep graph attention networks

Guangxin Su, Hanchen Wang, Ying Zhang, Wenjie Zhang, Xuemin Lin

Abstract: Highlights•We explore and introduce the challenge of overwhelming propagation in deep GATs.•The novel deep GAT model LSGAT is introduced to mitigate the oversmoothing problem.•Extensive experiments demonstrate the superiority of our proposed model.