10 citations · 11 across the 4 of their papers we have counts for
3 papers · 1 filter
Efficient non-uniform quantizer for quantized neural network targeting reconfigurable hardware
Natan Liss, Chaim Baskin, Avi Mendelson +2
Convolutional Neural Networks (CNN) has become more popular choice for various tasks such as computer vision, speech recognition and natural language processing. Thanks to their la…
UNIQ: Uniform Noise Injection for Non-Uniform Quantization of Neural Networks
Chaim Baskin, Eli Schwartz, Evgenii Zheltonozhskii +4
We present a novel method for neural network quantization that emulates a non-uniform -quantile quantizer, which adapts to the distribution of the quantized parameters. Our appr…
ScaleSimulator: A Fast and Cycle-Accurate Parallel Simulator for Architectural Exploration
Ori Chalak, Cai Weiguang, Li Wei +7
Design of next generation computer systems should be supported by simulation infrastructure that must achieve a few contradictory goals such as fast execution time, high accuracy,…