Search Results for author: Travis Johnston

Found 2 papers, 0 papers with code

PEng4NN: An Accurate Performance Estimation Engine for Efficient Automated Neural Network Architecture Search

no code implementations11 Jan 2021 Ariel Keller Rorabaugh, Silvina Caíno-Lores, Michael R. Wyatt II, Travis Johnston, Michela Taufer

To address this problem, we propose a performance estimation strategy that reduces the resources for training NNs and increases NAS throughput without jeopardizing accuracy.

Neural Architecture Search

Multi-Objective Optimization for Size and Resilience of Spiking Neural Networks

no code implementations4 Feb 2020 Mihaela Dimovska, Travis Johnston, Catherine D. Schuman, J. Parker Mitchell, Thomas E. Potok

In this work, we study Spiking Neural Networks in two neuromorphic architecture implementations with the goal of decreasing their size, while at the same time increasing their resiliency to hardware faults.

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