Knowledge-aware contrastive heterogeneous molecular graph learning.

Molecular representation learning is pivotal in predicting molecular properties and advancing drug design. Traditional methodologies, which predominantly rely on homogeneous graph encoding, are limited by their inability to integrate external knowledge and represent molecular structures across diffe...

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Bibliographic Details
Main Authors: Mukun Chen, Jia Wu, Shirui Pan, Fu Lin, Bo Du, Xiuwen Gong, Wenbin Hu
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-05-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.1013008
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