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Low-Rank Training of Deep Neural Networks for Emerging Memory Technology

Sep 08, 2020
Albert Gural, Phillip Nadeau, Mehul Tikekar, Boris Murmann

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Separating the Effects of Batch Normalization on CNN Training Speed and Stability Using Classical Adaptive Filter Theory

Feb 25, 2020
Elaina Chai, Mert Pilanci, Boris Murmann

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BinarEye: An Always-On Energy-Accuracy-Scalable Binary CNN Processor With All Memory On Chip in 28nm CMOS

Apr 16, 2018
Bert Moons, Daniel Bankman, Lita Yang, Boris Murmann, Marian Verhelst

* Presented at the 2018 IEEE Custom Integrated Circuits Conference (CICC). Presentation is available here: 

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Convolutional Neural Networks using Logarithmic Data Representation

Mar 17, 2016
Daisuke Miyashita, Edward H. Lee, Boris Murmann

* 10 pages, 7 figures 

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