Full-Spectrum Graph Neural Network: Expressive and Scalable
arXiv:2605.05759v1 Announce Type: new
Abstract: It is well established that spectral graph neural networks (GNNs) can universally approximate node signals; however, their expressive power remains bounded by the 1-dimensional Weisfeiler-Lehman test, wh…