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Hyperparameter Optimization in Binary Communication Networks for Neuromorphic Deployment

Apr 21, 2020
Maryam Parsa, Catherine D. Schuman, Prasanna Date, Derek C. Rose, Bill Kay, J. Parker Mitchell, Steven R. Young, Ryan Dellana, William Severa, Thomas E. Potok, Kaushik Roy

* 9 pages, 3 figures, To appear in WCCI 2020 

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

Feb 04, 2020
Mihaela Dimovska, Travis Johnston, Catherine D. Schuman, J. Parker Mitchell, Thomas E. Potok

* Will appear in proceedings of 2019 IEEE 10th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON). IEEE Catalog Number: CFP19G31-USB ISBN: 978-1-7281-3884-8 pg. 431-438 

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Exascale Deep Learning to Accelerate Cancer Research

Sep 26, 2019
Robert M. Patton, J. Travis Johnston, Steven R. Young, Catherine D. Schuman, Thomas E. Potok, Derek C. Rose, Seung-Hwan Lim, Junghoon Chae, Le Hou, Shahira Abousamra, Dimitris Samaras, Joel Saltz

* Submitted to IEEE Big Data 

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Stochasticity and Robustness in Spiking Neural Networks

Jun 06, 2019
Wilkie Olin-Ammentorp, Karsten Beckmann, Catherine D. Schuman, James S. Plank, Nathaniel C. Cady

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Spike-based primitives for graph algorithms

Mar 25, 2019
Kathleen E. Hamilton, Tiffany M. Mintz, Catherine D. Schuman

* 12 pages, 4 figures 

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Deep Learning for Vertex Reconstruction of Neutrino-Nucleus Interaction Events with Combined Energy and Time Data

Feb 02, 2019
Linghao Song, Fan Chen, Steven R. Young, Catherine D. Schuman, Gabriel Perdue, Thomas E. Potok

* To appear in 2019 International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2019) 

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A Survey of Neuromorphic Computing and Neural Networks in Hardware

May 19, 2017
Catherine D. Schuman, Thomas E. Potok, Robert M. Patton, J. Douglas Birdwell, Mark E. Dean, Garrett S. Rose, James S. Plank

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