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Spike-Train Level Direct Feedback Alignment: Sidestepping Backpropagation for On-Chip Training of Spiking Neural Nets

Spiking neural networks (SNNs) present a promising computing model and enable bio-plausible information processing and event-driven based ultra-low power neuromorphic hardware. However, training SNNs to reach the same performances of conventional deep artificial neural networks (ANNs), particularly...

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Vydáno v:Front Neurosci
Hlavní autoři: Lee, Jeongjun, Zhang, Renqian, Zhang, Wenrui, Liu, Yu, Li, Peng
Médium: Artigo
Jazyk:Inglês
Vydáno: Frontiers Media S.A. 2020
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7082320/
https://ncbi.nlm.nih.gov/pubmed/32231513
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fnins.2020.00143
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