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Learning molecular dynamics with simple language model built upon long short-term memory neural network

Recurrent neural networks have led to breakthroughs in natural language processing and speech recognition. Here we show that recurrent networks, specifically long short-term memory networks can also capture the temporal evolution of chemical/biophysical trajectories. Our character-level language mod...

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Detalles Bibliográficos
Autores principales: Tsai, Sun-Ting, Kuo, En-Jui, Tiwary, Pratyush
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7547727/
https://www.ncbi.nlm.nih.gov/pubmed/33037228
http://dx.doi.org/10.1038/s41467-020-18959-8