Understanding Oversmoothing in Diffusion-Based GNNs From the Perspective of Operator Semigroup Theory

Weichen Zhao, Chenguang Wang, Xinyan Wang +3

This paper presents an analytical study of the oversmoothing issue in diffusion-based Graph Neural Networks (GNNs). Generalizing beyond extant approaches grounded in random walk an…