Directly training temporal Spiking Neural Network with sparse surrogate gradient

Author:

Li YangORCID,Zhao Feifei,Zhao DongchengORCID,Zeng Yi

Funder

Ministry of Science and Technology of the People's Republic of China

National Key Research and Development Program of China

Publisher

Elsevier BV

Reference43 articles.

1. Truenorth: Design and tool flow of a 65 mw 1 million neuron programmable neurosynaptic chip;Akopyan;IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems,2015

2. Long short-term memory and learning-to-learn in networks of spiking neurons;Bellec;Advances in Neural Information Processing Systems,2018

3. Estimating or propagating gradients through stochastic neurons for conditional computation;Bengio,2013

4. Optimal ANN-SNN conversion for high-accuracy and ultra-low-latency spiking neural networks;Bu,2023

5. Differentiable hierarchical and surrogate gradient search for spiking neural networks;Che;Advances in Neural Information Processing Systems,2022

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