Limiting Over-Smoothing and Over-Squashing of Graph Message Passing by Deep Scattering Transforms

Yuanhong Jiang, Dongmian Zou, Xiaoqun Zhang +1

Graph neural networks (GNNs) have become pivotal tools for processing graph-structured data, leveraging the message passing scheme as their core mechanism. However, traditional GNN…