33 citations · 51 across the 5 of their papers we have counts for
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cs.LG2020★ 15 cited
BitPruning: Learning Bitlengths for Aggressive and Accurate Quantization
Miloš Nikolić, Ghouthi Boukli Hacene, Ciaran Bannon +5
Neural networks have demonstrably achieved state-of-the art accuracy using low-bitlength integer quantization, yielding both execution time and energy benefits on existing hardware…
cs.LG2017★ 33 cited
Cnvlutin2: Ineffectual-Activation-and-Weight-Free Deep Neural Network Computing
Patrick Judd, Alberto Delmas, Sayeh Sharify +1
We discuss several modifications and extensions over the previous proposed Cnvlutin (CNV) accelerator for convolutional and fully-connected layers of Deep Learning Network. We firs…