Articles with "quotient graphs" as a keyword



FunQG: Molecular Representation Learning Via Quotient Graphs

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Published in 2022 at "Journal of chemical information and modeling"

DOI: 10.1021/acs.jcim.3c00445

Abstract: To accurately predict molecular properties, it is important to learn expressive molecular representations. Graph neural networks (GNNs) have made significant advances in this area, but they often face limitations like neighbors-explosion, under-reaching, oversmoothing, and oversquashing.… read more here.

Keywords: quotient graphs; representation learning; quotient; molecular representation ... See more keywords