260 citations · 456 across the 15 of their papers we have counts for
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cs.NE2017★ 13 cited
A Study of Deep Learning Robustness Against Computation Failures
Jean-Charles Vialatte, François Leduc-Primeau
For many types of integrated circuits, accepting larger failure rates in computations can be used to improve energy efficiency. We study the performance of faulty implementations o…
cs.NE2015★ 260 cited
VLSI Implementation of Deep Neural Network Using Integral Stochastic Computing
Arash Ardakani, François Leduc-Primeau, Naoya Onizawa +2
The hardware implementation of deep neural networks (DNNs) has recently received tremendous attention: many applications in fact require high-speed operations that suit a hardware…