Search Results for author: William A. Borders

Found 3 papers, 0 papers with code

Layer Ensemble Averaging for Improving Memristor-Based Artificial Neural Network Performance

no code implementations24 Apr 2024 Osama Yousuf, Brian Hoskins, Karthick Ramu, Mitchell Fream, William A. Borders, Advait Madhavan, Matthew W. Daniels, Andrew Dienstfrey, Jabez J. McClelland, Martin Lueker-Boden, Gina C. Adam

Results demonstrate that by trading off the number of devices required for layer mapping, layer ensemble averaging can reliably boost defective memristive network performance up to the software baseline.

Continual Learning

Measurement-driven neural-network training for integrated magnetic tunnel junction arrays

no code implementations11 Dec 2023 William A. Borders, Advait Madhavan, Matthew W. Daniels, Vasileia Georgiou, Martin Lueker-Boden, Tiffany S. Santos, Patrick M. Braganca, Mark D. Stiles, Jabez J. McClelland, Brian D. Hoskins

Methods such as hardware-aware training, where substrate non-idealities are incorporated during network training, are one way to recover performance at the cost of solution generality.

Double Free-Layer Magnetic Tunnel Junctions for Probabilistic Bits

no code implementations13 Dec 2020 Kerem Y. Camsari, Mustafa Mert Torunbalci, William A. Borders, Hideo Ohno, Shunsuke Fukami

One such approach is to use a low barrier nanomagnet as the free layer of a magnetic tunnel junction (MTJ) whose magnetic fluctuations are converted to resistance fluctuations in the presence of a stable fixed layer.

Mesoscale and Nanoscale Physics Emerging Technologies

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