Support training of SNN networks

[chaoming0625]

Please:

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

Please see the following papers:

• Neftci E O, Mostafa H, Zenke F. Surrogate gradient learning in spiking neural networks: Bringing the power of gradient-based optimization to spiking neural networks[J]. IEEE Signal Processing Magazine, 2019, 36(6): 51-63.
• Nicola W, Clopath C. Supervised learning in spiking neural networks with FORCE training[J]. Nature communications, 2017, 8(1): 1-15.
• Bellec G, Scherr F, Subramoney A, et al. A solution to the learning dilemma for recurrent networks of spiking neurons[J]. Nature communications, 2020, 11(1): 1-15.

[chaoming0625]

• Dellaferrera, G., Woźniak, S., Indiveri, G., Pantazi, A., & Eleftheriou, E. (2022). Introducing principles of synaptic integration in the optimization of deep neural networks. Nature Communications, 13(1), 1-14.

[chaoming0625]

• Perez-Nieves, N., Leung, V.C.H., Dragotti, P.L. et al. Neural heterogeneity promotes robust learning. Nat Commun 12, 5791 (2021). https://doi.org/10.1038/s41467-021-26022-3

[chaoming0625]

#232 Solved