This paper tries to re-implements significants portions of paper (https://arxiv.org/abs/1608.04493 see below for citation). However, lack of impormation about the thresholding makes its extremely difficult to reproduce the results as mentioned in the paper.
@inproceedings{guo2016dynamic,
title={Dynamic network surgery for efficient dnns},
author={Guo, Yiwen and Yao, Anbang and Chen, Yurong},
booktitle={Advances in neural information processing systems},
pages={1379--1387},
year={2016}
}