Asynchronous layerwise deep learning with MCMC on low-power devices

We present a new architecture to learn a light neural network using an asynchronous layerwise bayesian optimization process deployed on low-power devices. The procedure is based on a sequence of five modules. In each module, an accept-reject algorithm allows to update real-valued - or binary - weigh...

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Bibliographic Details
Main Authors: Francois M., Gay P., Lebeaud S., Loustau S., Palafox J., Sow F.K., Tirel N.
Format: Article
Language:English
Published: EDP Sciences 2025-01-01
Series:ESAIM: Proceedings and Surveys
Online Access:https://www.esaim-proc.org/articles/proc/pdf/2025/03/proc20258006.pdf
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