269 citations · 1.8k across the 57 of their papers we have counts for
Showing cs.LGShow all
3 papers · 1 filter
cs.LG2020★ 4 cited
TRP: Trained Rank Pruning for Efficient Deep Neural Networks
Yuhui Xu, Yuxi Li, Shuai Zhang +6
To enable DNNs on edge devices like mobile phones, low-rank approximation has been widely adopted because of its solid theoretical rationale and efficient implementations. Several…
cs.LG2018★ 3 cited
DNQ: Dynamic Network Quantization
Yuhui Xu, Shuai Zhang, Yingyong Qi +3
Network quantization is an effective method for the deployment of neural networks on memory and energy constrained mobile devices. In this paper, we propose a Dynamic Network Quant…
cs.LG2018★ 43 cited
Deep Neural Network Compression with Single and Multiple Level Quantization
Yuhui Xu, Yongzhuang Wang, Aojun Zhou +2
Network quantization is an effective solution to compress deep neural networks for practical usage. Existing network quantization methods cannot sufficiently exploit the depth info…