A non-asymptotic analysis of oversmoothing in graph neural networks

X Wu, Z Chen, W Wang, A Jadbabaie - arXiv preprint arXiv:2212.10701, 2022 - arxiv.org
Oversmoothing is a central challenge of building more powerful Graph Neural Networks
(GNNs). While previous works have only demonstrated that oversmoothing is inevitable …

A Non-Asymptotic Analysis of Oversmoothing in Graph Neural Networks

X Wu, Z Chen, W Wang, A Jadbabaie - arXiv e-prints, 2022 - ui.adsabs.harvard.edu
Oversmoothing is a central challenge of building more powerful Graph Neural Networks
(GNNs). While previous works have only demonstrated that oversmoothing is inevitable …

A Non-Asymptotic Analysis of Oversmoothing in Graph Neural Networks

X Wu, Z Chen, WW Wang, A Jadbabaie - The Eleventh International … - openreview.net
Oversmoothing is a central challenge of building more powerful Graph Neural Networks
(GNNs). While previous works have only demonstrated that oversmoothing is inevitable …