Exploring and Improving Initialization for Deep Graph Neural Networks: A Signal Propagation Perspective

Senmiao Wang, Yupeng Chen, Yushun Zhang +2

Graph Neural Networks (GNNs) often suffer from performance degradation as the network depth increases. This paper addresses this issue by introducing initialization methods that en…