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

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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Bibliographic Details
Main Authors: Yuhang Liu, Tingyu Liu, Yalun Hu, Wei Liao, Yannan Xing, Sadique Sheik, Ning Qiao
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-01-01
Series:Frontiers in Neuroscience
Subjects:
SNN
asynchronous
neuromorphic chip
CIL-SPL
event-driven
Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2023.1323121/full

Internet

https://www.frontiersin.org/articles/10.3389/fnins.2023.1323121/full

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