Generalization of Graph Neural Networks through the Lens of Homomorphism

Despite the celebrated popularity of Graph Neural Networks (GNNs) across numerous applications, the ability of GNNs to generalize remains less explored. In this work, we propose to study the generalization of GNNs through a novel perspective - analyzing the entropy of graph homomorphism. By linking...

Ausführliche Beschreibung

Bibliographische Detailangaben

Hauptverfasser:	Li, Shouheng, Kim, Dongwoo, Wang, Qing
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Learning
Online-Zugang:	Volltext bestellen
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!