84 citations · 164 across the 3 of their papers we have counts for
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cs.LG2016
Bit-pragmatic Deep Neural Network Computing
J. Albericio, P. Judd, A. Delmás +2
We quantify a source of ineffectual computations when processing the multiplications of the convolutional layers in Deep Neural Networks (DNNs) and propose Pragmatic (PRA), an arch…
cs.LG2015★ 84 cited
Reduced-Precision Strategies for Bounded Memory in Deep Neural Nets
Patrick Judd, Jorge Albericio, Tayler Hetherington +4
This work investigates how using reduced precision data in Convolutional Neural Networks (CNNs) affects network accuracy during classification. More specifically, this study consid…