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Attention-based generative models for de novo molecular design

Attention mechanisms have led to many breakthroughs in sequential data modeling but have yet to be incorporated into any generative algorithms for molecular design. Here we explore the impact of adding self-attention layers to generative β-VAE models and show that those with attention are able to le...

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Detalles Bibliográficos
Autores principales: Dollar, Orion, Joshi, Nisarg, Beck, David A. C., Pfaendtner, Jim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society of Chemistry 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8221056/
https://www.ncbi.nlm.nih.gov/pubmed/34221317
http://dx.doi.org/10.1039/d1sc01050f