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ReStoCNet: Residual Stochastic Binary Convolutional Spiking Neural Network for Memory-Efficient Neuromorphic Computing

In this work, we propose ReStoCNet, a residual stochastic multilayer convolutional Spiking Neural Network (SNN) composed of binary kernels, to reduce the synaptic memory footprint and enhance the computational efficiency of SNNs for complex pattern recognition tasks. ReStoCNet consists of an input l...

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Detalhes bibliográficos
Publicado no:Front Neurosci
Main Authors: Srinivasan, Gopalakrishnan, Roy, Kaushik
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6434391/
https://ncbi.nlm.nih.gov/pubmed/30941003
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fnins.2019.00189
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