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Boosting Throughput and Efficiency of Hardware Spiking Neural Accelerators Using Time Compression Supporting Multiple Spike Codes

Spiking neural networks (SNNs) are the third generation of neural networks and can explore both rate and temporal coding for energy-efficient event-driven computation. However, the decision accuracy of existing SNN designs is contingent upon processing a large number of spikes over a long period. Ne...

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Detalles Bibliográficos
Autores principales: Xu, Changqing, Zhang, Wenrui, Liu, Yu, Li, Peng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7043203/
https://www.ncbi.nlm.nih.gov/pubmed/32140093
http://dx.doi.org/10.3389/fnins.2020.00104