EXODUS: Stable and efficient training of spiking neural networks

EXODUS: Stable and efficient training of spiking neural networks

IntroductionSpiking Neural Networks (SNNs) are gaining significant traction in machine learning tasks where energy-efficiency is of utmost importance. Training such networks using the state-of-the-art back-propagation through time (BPTT) is, however, very time-consuming. Previous work employs an eff...

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Bibliographic Details
Main Authors: Felix C. Bauer, Gregor Lenz, Saeid Haghighatshoar, Sadique Sheik
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-02-01
Series:Frontiers in Neuroscience
Subjects:
spiking neural network (SNN)
backpropagation (BP) algorithm
supervised learning
neuromorphic computing
neuromorphic algorithms
learning algorithm
Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2023.1110444/full

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https://www.frontiersin.org/articles/10.3389/fnins.2023.1110444/full

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