activity
20092026
most citedMeta-Weight-Net: Learning an Explicit Mapping For Sample Weighting

398 citations · 2k across the 69 of their papers we have counts for

collaborators
Showing cs.ITShow all

7 papers · 1 filter

cs.IT2021

Robust spectral compressive sensing via vanilla gradient descent

Xunmeng Wu, Zai Yang, Zongben Xu

This paper investigates the recovery of a spectrally sparse signal from its partially revealed noisy entries within the framework of spectral compressive sensing. Nonconvex optimiz…

cs.IT2019

Learning to Search for MIMO Detection

Jianyong Sun, Yiqing Zhang, Jiang Xue +1

This paper proposes a novel learning to learn method, called learning to learn iterative search algorithm (LISA), for signal detection in a multi-input multi-output (MIMO) system.…

cs.IT2018★ 15 cited

Model-Driven Deep Learning for Physical Layer Communications

Hengtao He, Shi Jin, Chao-Kai Wen +3

Intelligent communication is gradually considered as the mainstream direction in future wireless communications. As a major branch of machine learning, deep learning (DL) has been…

cs.IT2013★ 3 cited

Compressed Sensing SAR Imaging with Multilook Processing

Jian Fang, Zongben Xu, Bingchen Zhang +2

Multilook processing is a widely used speckle reduction approach in synthetic aperture radar (SAR) imaging. Conventionally, it is achieved by incoherently summing of some independe…

cs.IT2013

Sparse Solution of Underdetermined Linear Equations via Adaptively Iterative Thresholding

Jinshan Zeng, Shaobo Lin, Zongben Xu

Finding the sparset solution of an underdetermined system of linear equations has attracted considerable attention in recent years. Among a large number of algorithms, itera…

cs.IT2013★ 266 cited

Fast Compressed Sensing SAR Imaging based on Approximated Observation

Jian Fang, Zongben Xu, Bingchen Zhang +2

In recent years, compressed sensing (CS) has been applied in the field of synthetic aperture radar (SAR) imaging and shows great potential. The existing models are, however, based…

cs.IT2009★ 50 cited

On Quantum MDS Codes for odd prime power

Ruihu Li, Zongben Xu

For each odd prime power , let . Hermitian self-orthogonal codes over with dual distance three are constructed by using finite fiel…