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Weighted Synapses Without Carry Operations for RRAM-Based Neuromorphic Systems

The parallel updating scheme of RRAM-based analog neuromorphic systems based on sign stochastic gradient descent (SGD) can dramatically accelerate the training of neural networks. However, sign SGD can decrease accuracy. Also, some non-ideal factors of RRAM devices, such as intrinsic variations and...

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Detalhes bibliográficos
Publicado no:Front Neurosci
Main Authors: Liao, Yan, Deng, Ning, Wu, Huaqiang, Gao, Bin, Zhang, Qingtian, Qian, He
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5865074/
https://ncbi.nlm.nih.gov/pubmed/29615856
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fnins.2018.00167
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