Chip-In-Loop SNN Proxy Learning: a new method for efficient training of spiking neural networks

The primary approaches used to train spiking neural networks (SNNs) involve either training artificial neural networks (ANNs) first and then transforming them into SNNs, or directly training SNNs using surrogate gradient techniques. Nevertheless, both of these methods encounter a shared challenge: t...

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Détails bibliographiques
Auteurs principaux: Yuhang Liu, Tingyu Liu, Yalun Hu, Wei Liao, Yannan Xing, Sadique Sheik, Ning Qiao
Format: Article
Langue:English
Publié: Frontiers Media S.A. 2024-01-01
Collection:Frontiers in Neuroscience
Sujets:
Accès en ligne:https://www.frontiersin.org/articles/10.3389/fnins.2023.1323121/full