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Conditional reduction of the loss value versus reinforcement learning for biassing a de-novo drug design generator

Deep learning has demonstrated promising results in de novo drug design. Often, the general pipeline consists of training a generative model (G) to learn the building rules of valid molecules, then using a biassing technique such as reinforcement learning (RL) to focus G on the desired chemical spac...

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Detalles Bibliográficos
Autores principales: Chadi, Mohamed-Amine, Mousannif, Hajar, Aamouche, Ahmed
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9516832/
https://www.ncbi.nlm.nih.gov/pubmed/36167559
http://dx.doi.org/10.1186/s13321-022-00643-2