A New Perspective on the Effects of Spectrum in Graph Neural Networks

Mingqi Yang, Yanming Shen, Rui Li +3

Many improvements on GNNs can be deemed as operations on the spectrum of the underlying graph matrix, which motivates us to directly study the characteristics of the spectrum and t…