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Masked graph modeling for molecule generation

De novo, in-silico design of molecules is a challenging problem with applications in drug discovery and material design. We introduce a masked graph model, which learns a distribution over graphs by capturing conditional distributions over unobserved nodes (atoms) and edges (bonds) given observed on...

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Detalles Bibliográficos
Autores principales: Mahmood, Omar, Mansimov, Elman, Bonneau, Richard, Cho, Kyunghyun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8155025/
https://www.ncbi.nlm.nih.gov/pubmed/34039973
http://dx.doi.org/10.1038/s41467-021-23415-2