most citedExplicitly Trained Spiking Sparsity in Spiking Neural Networks with Backpropagation

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cs.NE2020★ 1 cited

Explicitly Trained Spiking Sparsity in Spiking Neural Networks with Backpropagation

Jason M. Allred, Steven J. Spencer, Gopalakrishnan Srinivasan +1

Spiking Neural Networks (SNNs) are being explored for their potential energy efficiency resulting from sparse, event-driven computations. Many recent works have demonstrated effect…

cs.NE2019

Controlled Forgetting: Targeted Stimulation and Dopaminergic Plasticity Modulation for Unsupervised Lifelong Learning in Spiking Neural Networks

Jason M. Allred, Kaushik Roy

Stochastic gradient descent requires that training samples be drawn from a uniformly random distribution of the data. For a deployed system that must learn online from an uncontrol…