DREAM : A Dual Variational Framework for Unsupervised Graph Domain Adaptation

Graph classification has been a prominent problem in graph machine learning fields. This problem has been investigated by leveraging message passing neural networks (MPNNs) to learn powerful graph representations. However, MPNNs extract topological semantics implicitly under label supervision, which...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 47(2025), 11 vom: 01. Okt., Seite 10787-10800
1. Verfasser: Yin, Nan (VerfasserIn)
Weitere Verfasser: Shen, Li, Wang, Mengzhu, Liu, Xinwang, Chen, Chong, Hua, Xian-Sheng
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2025
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article