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Stochastic rounding and reduced-precision fixed-point arithmetic for solving neural ordinary differential equations

Although double-precision floating-point arithmetic currently dominates high-performance computing, there is increasing interest in smaller and simpler arithmetic types. The main reasons are potential improvements in energy efficiency and memory footprint and bandwidth. However, simply switching to...

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Detalles Bibliográficos
Autores principales: Hopkins, Michael, Mikaitis, Mantas, Lester, Dave R., Furber, Steve
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society Publishing 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7015297/
https://www.ncbi.nlm.nih.gov/pubmed/31955687
http://dx.doi.org/10.1098/rsta.2019.0052