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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...
Autores principales: | Dollar, Orion, Joshi, Nisarg, Beck, David A. C., Pfaendtner, Jim |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society of Chemistry
2021
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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 |
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