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GEOM, energy-annotated molecular conformations for property prediction and molecular generation

Machine learning (ML) outperforms traditional approaches in many molecular design tasks. ML models usually predict molecular properties from a 2D chemical graph or a single 3D structure, but neither of these representations accounts for the ensemble of 3D conformers that are accessible to a molecule...

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Detalles Bibliográficos
Autores principales: Axelrod, Simon, Gómez-Bombarelli, Rafael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9023519/
https://www.ncbi.nlm.nih.gov/pubmed/35449137
http://dx.doi.org/10.1038/s41597-022-01288-4