182 citations · 358 across the 3 of their papers we have counts for
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cs.CV2018
WRPN & Apprentice: Methods for Training and Inference using Low-Precision Numerics
Asit Mishra, Debbie Marr
Today's high performance deep learning architectures involve large models with numerous parameters. Low precision numerics has emerged as a popular technique to reduce both the com…
cs.CV2017★ 182 cited
WRPN: Wide Reduced-Precision Networks
Asit Mishra, Eriko Nurvitadhi, Jeffrey J Cook +1
For computer vision applications, prior works have shown the efficacy of reducing numeric precision of model parameters (network weights) in deep neural networks. Activation maps,…