brainpy / BrainPy

Brain Dynamics Programming in Python
https://brainpy.readthedocs.io/
GNU General Public License v3.0
492 stars 90 forks source link

Implementation of online training algorithms of SNNs #297

Open chaoming0625 opened 1 year ago

chaoming0625 commented 1 year ago

Please:

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 commented 1 year ago
  1. Local online learning in recurrent networks with random feedback, eLife
chaoming0625 commented 1 year ago

318 provides examples of online SNN training