Reducing the spike rate of deep spiking neural networks based on time-encoding

A primary objective of Spiking Neural Networks is a very energy-efficient computation. To achieve this target, a small spike rate is of course very beneficial given the event-driven nature of such a computation. A network that processes information encoded in spike timing can, by its nature, have su...

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Bibliographic Details
Main Authors: Riccardo Fontanini, Alessandro Pilotto, David Esseni, Mirko Loghi
Format: Article
Language:English
Published: IOP Publishing 2024-01-01
Series:Neuromorphic Computing and Engineering
Subjects:
Online Access:https://doi.org/10.1088/2634-4386/ad64fd