Journal Articles and Proceedings: Recent submissions
Now showing items 13-15 of 59
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Random sketching, clustering, and short-term memory in spiking neural networks
(2020)© Yael Hitron, Nancy Lynch, Cameron Musco, and Merav Parter. We study input compression in a biologically inspired model of neural computation. We demonstrate that a network consisting of a random projection step (implemented ... -
Neuro-RAM unit with applications to similarity testing and compression in spiking neural networks
(2017)© Nancy Lynch, Cameron Musco, and Merav Parter;. We study distributed algorithms implemented in a simplified biologically inspired model for stochastic spiking neural networks. We focus on tradeoffs between computation ... -
Spike-Based Winner-Take-All Computation: Fundamental Limits and Order-Optimal Circuits
(MIT Press - Journals, 2019)© 2019 Massachusetts Institute of Technology. Winner-take-all (WTA) refers to the neural operation that selects a (typ-ically small) group of neurons from a large neuron pool. It is conjectured to underlie many of the ...
