A tutorial on surrogate gradient learning in spiking neural networks
This repository contains tutorial files to get you started with the basic ideas of surrogate gradient learning in spiking neural networks using PyTorch.
You find a brief introductory video accompanying these notebooks here https://youtu.be/xPYiAjceAqU
Feedback and contributions are welcome.
For more information on surrogate gradient learning please refer to:
Neftci, E.O., Mostafa, H., and Zenke, F. (2019). Surrogate Gradient Learning in Spiking Neural Networks: Bringing the Power of Gradient-based optimization to spiking neural networks. IEEE Signal Processing Magazine 36, 51–63. https://ieeexplore.ieee.org/document/8891809 preprint: https://arxiv.org/abs/1901.09948
Copyright and license
Copyright 2019-2020 Friedemann Zenke, https://fzenke.net
This work is licensed under a Creative Commons Attribution 4.0 International License. http://creativecommons.org/licenses/by/4.0/