A Simple Spectral Failure Mode for Graph Convolutional Networks

Neural networks have achieved remarkable successes in machine learning tasks. This has recently been extended to graph learning using neural networks. However, there is limited theoretical work in understanding how and when they perform well, especially relative to established statistical learning t...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	IEEE transactions on pattern analysis and machine intelligence. - 1979. - 44(2022), 11 vom: 10. Nov., Seite 8689-8693
1. Verfasser:	Priebe, Carey E (VerfasserIn)
Weitere Verfasser:	Shen, Cencheng, Huang, Ningyuan, Chen, Tianyi
Format:	Online-Aufsatz
Sprache:	English
Veröffentlicht:	2022
Zugriff auf das übergeordnete Werk:	IEEE transactions on pattern analysis and machine intelligence
Schlagworte:	Journal Article