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

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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Manylion Llyfryddiaeth
Prif Awduron: Jeongjun Lee, Renqian Zhang, Wenrui Zhang, Yu Liu, Peng Li
Fformat: Erthygl
Iaith:English
Cyhoeddwyd: Frontiers Media S.A. 2020-03-01
Cyfres:Frontiers in Neuroscience
Pynciau:
spiking neural networks
backpropagation
on-chip training
hardware neural processor
FPGA
Mynediad Ar-lein:https://www.frontiersin.org/article/10.3389/fnins.2020.00143/full

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https://www.frontiersin.org/article/10.3389/fnins.2020.00143/full

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