Unsupervised Adaptive Weight Pruning for Energy-Efficient Neuromorphic Systems

Author:

Guo Wenzhe,Fouda Mohammed E.,Yantir Hasan Erdem,Eltawil Ahmed M.,Salama Khaled Nabil

Funder

King Abdullah University of Science and Technology

Publisher

Frontiers Media SA

Subject

General Neuroscience

Reference29 articles.

1. Structured pruning of deep convolutional neural networks.;Anwar;J. Emerg. Technol. Comput. Syst.,2017

2. Learned threshold pruning.;Azarian;ArXiv,2020

3. A review of the integrate-and-fire neuron model: i. homogeneous synaptic input.;Burkitt;Biol. Cybernet.,2006

4. Loihi: a neuromorphic manycore processor with on-chip learning.;Davies;IEEE Micro,2018

5. Unsupervised learning of digit recognition using spike-timing-dependent plasticity.;Diehl;Front. Comput. Neurosci.,2015

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