Výsledky vyhledávání - "Kyle Buettner"

Heartbeat Classification with Spiking Neural Networks on the Loihi Neuromorphic Processor

Publikováno v: ISVLSI

Neuromorphic processors are attractive for energy-constrained applications as they are designed to emulate the energy-efficient spiking neural networks (SNNs) of the human brain. This research aims to evaluate whether a state-of-the-art SNN design me

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::b348ff07ecda736a504ef0a2ef881eb6
https://doi.org/10.1109/isvlsi51109.2021.00035

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Beyond Floating-Point Ops: CNN Performance Prediction with Critical Datapath Length

Autor: David Langerman, Alan D. George, Kyle Buettner, Alex Johnson

Publikováno v: HPEC

We propose Critical Datapath Length (CDL), a powerful, interpretable metric of neural-network models that enables accurate execution time prediction on parallel device architectures. CDL addresses the fact that the total number of floating-point oper

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::5de722facd726bc82d1a26527ff6f6bc
https://doi.org/10.1109/hpec43674.2020.9286182

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