182 citations · 374 across the 5 of their papers we have counts for
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cs.DC2018
Exploration of Low Numeric Precision Deep Learning Inference Using Intel FPGAs
Philip Colangelo, Nasibeh Nasiri, Asit Mishra +3
CNNs have been shown to maintain reasonable classification accuracy when quantized to lower precisions. Quantizing to sub 8-bit activations and weights can result in accuracy falli…
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…