Articles with "megnet models" as a keyword



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Graph Networks as a Universal Machine Learning Framework for Molecules and Crystals

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Published in 2019 at "Chemistry of Materials"

DOI: 10.1021/acs.chemmater.9b01294

Abstract: Graph networks are a new machine learning (ML) paradigm that supports both relational reasoning and combinatorial generalization. Here, we develop, for the first time, universal MatErials Graph Network (MEGNet) models for accurate property prediction in… read more here.

Keywords: machine learning; molecules crystals; megnet models; graph networks ... See more keywords