Search Results for author: Jason M. Allred

Found 3 papers, 0 papers with code

Explicitly Trained Spiking Sparsity in Spiking Neural Networks with Backpropagation

no code implementations2 Mar 2020 Jason M. Allred, Steven J. Spencer, Gopalakrishnan Srinivasan, Kaushik Roy

Spiking Neural Networks (SNNs) are being explored for their potential energy efficiency resulting from sparse, event-driven computations.

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

no code implementations8 Feb 2019 Jason M. Allred, Kaushik Roy

Stochastic gradient descent requires that training samples be drawn from a uniformly random distribution of the data.

ASP: Learning to Forget with Adaptive Synaptic Plasticity in Spiking Neural Networks

no code implementations22 Mar 2017 Priyadarshini Panda, Jason M. Allred, Shriram Ramanathan, Kaushik Roy

Against this backdrop, we present a novel unsupervised learning mechanism ASP (Adaptive Synaptic Plasticity) for improved recognition with Spiking Neural Networks (SNNs) for real time on-line learning in a dynamic environment.

Denoising

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