activity
20142021
most citedDistributed Reinforcement Learning for Privacy-Preserving Dynamic Edge Caching

79 citations · 215 across the 16 of their papers we have counts for

collaborators

16 papers

cs.LG2021★ 79 cited

Distributed Reinforcement Learning for Privacy-Preserving Dynamic Edge Caching

Shengheng Liu, Chong Zheng, Yongming Huang +1

Mobile edge computing (MEC) is a prominent computing paradigm which expands the application fields of wireless communication. Due to the limitation of the capacities of user equipm…

cs.IT2021★ 5 cited

An Overview on the Application of Graph Neural Networks in Wireless Networks

S. He, S. Xiong, Y. Ou +4

In recent years, with the rapid enhancement of computing power, deep learning methods have been widely applied in wireless networks and achieved impressive performance. To effectiv…

cs.IT2021★ 2 cited

GBLinks: GNN-Based Beam Selection and Link Activation for Ultra-dense D2D mmWave Networks

S. He, S. Xiong, W. Zhang +3

In this paper, we consider the problem of joint beam selection and link activation across a set of communication pairs to effectively control the interference between communication…

cs.IT2021★ 14 cited

Learning Rate Optimization for Federated Learning Exploiting Over-the-air Computation

Chunmei Xu, Shengheng Liu, Zhaohui Yang +2

Federated learning (FL) as a promising edge-learning framework can effectively address the latency and privacy issues by featuring distributed learning at the devices and model agg…

eess.SP2021★ 1 cited

Rank Minimization-based Toeplitz Reconstruction for DoA Estimation Using Coprime Array

Shengheng Liu, Zihuan Mao, Yimin D. Zhang +1

In this paper, we address the problem of direction finding using coprime array, which is one of the most preferred sparse array configurations. Motivated by the fact that non-unifo…

cs.IT2020

Beamforming Design for Multiuser uRLLC with Finite Blocklength Transmission

Shiwen He, Zhenyu An, Jianyue Zhu +3

Driven by the explosive growth of Internet of Things (IoT) devices with stringent requirements on latency and reliability, ultra-reliability and low latency communication (uRLLC) h…

cs.NI2020★ 36 cited

True-data Testbed for 5G/B5G Intelligent Network

Yongming Huang, Shengheng Liu, Cheng Zhang +2

Future beyond fifth-generation (B5G) and sixth-generation (6G) mobile communications will shift from facilitating interpersonal communications to supporting Internet of Everything…

eess.SP2020★ 3 cited

Achievable Rate Region of MISO Interference Channel Aided by Intelligent Reflecting Surface

Wei Huang, Yong Zeng, Yongming Huang

This paper investigates the achievable rate region of the multiple-input single-output (MISO) interference channel aided by intelligent reflecting surfaces (IRSs). We exploit the t…

cs.CV2020★ 53 cited

BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation

Hao Chen, Kunyang Sun, Zhi Tian +3

Instance segmentation is one of the fundamental vision tasks. Recently, fully convolutional instance segmentation methods have drawn much attention as they are often simpler and mo…

cs.IT2019★ 9 cited

Power Efficient IRS-Assisted NOMA

Jianyue Zhu, Yongming Huang, Jiaheng Wang +2

In this paper, we propose a downlink multiple-input single-output (MISO) transmission scheme, which is assisted by an intelligent reflecting surface (IRS) consisting of a large num…

eess.SP2019★ 1 cited

Cache-Enabled Coordinated Mobile Edge Network: Opportunities and Challenges

Shiwen He, Wei Huang, Jiaheng Wang +3

Cache-enabled coordinated mobile edge network is an emerging network architecture, wherein serving nodes located at the network edge have the capabilities of baseband signal proces…

eess.IV2019

Attention Mechanism Enhanced Kernel Prediction Networks for Denoising of Burst Images

Bin Zhang, Shenyao Jin, Yili Xia +2

Deep learning based image denoising methods have been extensively investigated. In this paper, attention mechanism enhanced kernel prediction networks (AME-KPNs) are proposed for b…

cs.IT2018★ 3 cited

Energy Optimization for Cellular-Connected Multi-UAV Mobile Edge Computing Systems with Multi-Access Schemes

Meng Hua, Yi Wang, Qingqing Wu +3

In this paper, a cellular-connected unmanned aerial vehicles (UAV) mobile edge computing system is studied in which the multiple UAVs are served by terrestrial base station (TBS) f…

cs.PF2016

Delay and Backlog Analysis for 60 GHz Wireless Networks

Guang Yang, Ming Xiao, James Gross +2

To meet the ever-increasing demands on higher throughput and better network delay performance, 60 GHZ networking is proposed as a promising solution for the next generation of wire…

cs.NI2016★ 5 cited

Analysis of Multi-Hop Outdoor 60 GHz Wireless Networks with Full-Duplex Buffered Relays

Guang Yang, Ming Xiao, Hussein Al-Zubaidy +2

The abundance of unlicensed spectrum in the 60 GHz band makes it an attractive alternative for future wireless communication systems. Such systems are expected to provide data tran…

cs.IT2014★ 4 cited

QoS-Aware User Association for Load Balancing in Heterogeneous Cellular Networks

Tianqing Zhou, Yongming Huang, Luxi Yang

To solve the problem that the low capacity in hot-spots and coverage holes of conventional cellular networks, the base stations (BSs) having lower transmit power are deployed to fo…