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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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Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Front Neurosci
Prif Awduron: Xu, Changqing, Zhang, Wenrui, Liu, Yu, Li, Peng
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Frontiers Media S.A. 2020
Pynciau:
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC7043203/
https://ncbi.nlm.nih.gov/pubmed/32140093
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fnins.2020.00104
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