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Implementation of online training algorithms of SNNs

Open chaoming0625 opened this issue 2 years ago • 2 comments

Please:

  • [x] Check for duplicate requests.
  • [x] Describe your goal, and if possible provide a code snippet with a motivating example.

Implementation of the online learning algorithms for spiking neural networks, For example: [1, 2]. These algorithms will be useful for training large-scale neural networks.

  1. Xiao, Mingqing, Qingyan Meng, Zongpeng Zhang, Di He, and Zhouchen Lin. "Online Training Through Time for Spiking Neural Networks." arXiv preprint arXiv:2210.04195 (2022).
  2. Lobo, Jesus L., Javier Del Ser, Albert Bifet, and Nikola Kasabov. "Spiking neural networks and online learning: An overview and perspectives." Neural Networks 121 (2020): 88-100.

chaoming0625 avatar Nov 21 '22 08:11 chaoming0625

  1. Local online learning in recurrent networks with random feedback, eLife

chaoming0625 avatar Nov 30 '22 05:11 chaoming0625

#318 provides examples of online SNN training

chaoming0625 avatar Jan 05 '23 05:01 chaoming0625