activity
20132021
most citedParameter Efficient Training of Deep Convolutional Neural Networks by Dynamic Sparse Reparameterization

121 citations · 262 across the 5 of their papers we have counts for

collaborators

5 papers

cs.NI2021★ 105 cited

RF-Based Human Activity Recognition Using Signal Adapted Convolutional Neural Network

Zhe Chen, Chao Cai, Tianyue Zheng +3

Human Activity Recognition (HAR) plays a critical role in a wide range of real-world applications, and it is traditionally achieved via wearable sensing. Recently, to avoid the bur…

cs.LG2019★ 121 cited

Parameter Efficient Training of Deep Convolutional Neural Networks by Dynamic Sparse Reparameterization

Hesham Mostafa, Xin Wang

Modern deep neural networks are typically highly overparameterized. Pruning techniques are able to remove a significant fraction of network parameters with little loss in accuracy.…

cs.IT2016

Stochastic Online Control for Energy-Harvesting Wireless Networks with Battery Imperfections

Xin Wang, Tianhui Ma, Rongsheng Zhang +1

In energy harvesting (EH) network, the energy storage devices (i.e., batteries) are usually not perfect. In this paper, we consider a practical battery model with finite battery ca…

cs.IT2013★ 36 cited

MDR Codes: A New Class of RAID-6 Codes with Optimal Rebuilding and Encoding

Yan Wang, Xunrui Yin, Xin Wang

As storage systems grow in size, device failures happen more frequently than ever before. Given the commodity nature of hard drives employed, a storage system needs to tolerate a c…

cs.IT2013

A Graph Minor Perspective to Multicast Network Coding

Xunrui Yin, Yan Wang, Zongpeng Li +2

Network Coding encourages information coding across a communication network. While the necessity, benefit and complexity of network coding are sensitive to the underlying graph str…