no code implementations • 2 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.
no code implementations • 8 Feb 2019 • Jason M. Allred, Kaushik Roy
Stochastic gradient descent requires that training samples be drawn from a uniformly random distribution of the data.
no code implementations • 22 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.