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EqSpike: spike-driven equilibrium propagation for neuromorphic implementations

Finding spike-based learning algorithms that can be implemented within the local constraints of neuromorphic systems, while achieving high accuracy, remains a formidable challenge. Equilibrium propagation is a promising alternative to backpropagation as it only involves local computations, but hardw...

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Detalles Bibliográficos
Autores principales: Martin, Erwann, Ernoult, Maxence, Laydevant, Jérémie, Li, Shuai, Querlioz, Damien, Petrisor, Teodora, Grollier, Julie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7970361/
https://www.ncbi.nlm.nih.gov/pubmed/33748709
http://dx.doi.org/10.1016/j.isci.2021.102222