activity
20092020
most citedDeep Reinforcement Learning Based Intelligent Reflecting Surface for Secure Wireless Communications

518 citations · 1.1k across the 15 of their papers we have counts for

collaborators

15 papers

eess.SP2020★ 14 cited

Privacy-Preserving Federated Learning for UAV-Enabled Networks: Learning-Based Joint Scheduling and Resource Management

Helin Yang, Jun Zhao, Zehui Xiong +3

Unmanned aerial vehicles (UAVs) are capable of serving as flying base stations (BSs) for supporting data collection, artificial intelligence (AI) model training, and wireless commu…

cs.IT2020★ 38 cited

Eliminating NB-IoT Interference to LTE System: a Sparse Machine Learning Based Approach

Sicong Liu, Liang Xiao, Zhu Han +1

Narrowband internet-of-things (NB-IoT) is a competitive 5G technology for massive machine-type communication scenarios, but meanwhile introduces narrowband interference (NBI) to ex…

eess.SP2020★ 2 cited

Fast Reinforcement Learning for Anti-jamming Communications

Pei-Gen Ye, Yuan-Gen Wang, Jin Li +1

This letter presents a fast reinforcement learning algorithm for anti-jamming communications which chooses previous action with probability and applies -greedy with probabil…

eess.SP2020★ 518 cited

Deep Reinforcement Learning Based Intelligent Reflecting Surface for Secure Wireless Communications

Helin Yang, Zehui Xiong, Jun Zhao +3

In this paper, we study an intelligent reflecting surface (IRS)-aided wireless secure communication system for physical layer security, where an IRS is deployed to adjust its surfa…

eess.SP2018★ 17 cited

UAV-Aided Cellular Communications with Deep Reinforcement Learning Against Jamming

Xiaozhen Lu, Liang Xiao, Canhuang Dai +1

Cellular systems are vulnerable to jamming attacks, especially smart jammers that choose their jamming policies such as the jamming channel frequencies and power based on the ongoi…

cs.CR2018★ 6 cited

Secure Mobile Crowdsensing with Deep Learning

Liang Xiao, Donghua Jiang, Dongjin Xu +1

In order to stimulate secure sensing for Internet of Things (IoT) applications such as healthcare and traffic monitoring, mobile crowdsensing (MCS) systems have to address security…