Shenghui Song

Orcid: 0000-0001-6316-8415

Affiliations:
  • Hong Kong University of Science & Technology, Department of Electronic & Computer Engineering, Hong Kong
  • City University of Hong Kong, Hong Kong (former)


According to our database1, Shenghui Song authored at least 142 papers between 2004 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Online presence:

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Bibliography

2024
Can Underprivileged Children Learn Effectively at Home? A Six-Month Study of Game-Based Traditional Chinese Learning During the Pandemic Lockdown.
IEEE Trans. Learn. Technol., 2024

Multiobjective Optimization of Space-Air-Ground-Integrated Network Slicing Relying on a Pair of Central and Distributed Learning Algorithms.
IEEE Internet Things J., 2024

Deep Reinforcement Learning for Optimization of RAN Slicing Relying on Control- and User-Plane Separation.
IEEE Internet Things J., 2024

Approximate Message Passing-Enhanced Graph Neural Network for OTFS Data Detection.
CoRR, 2024

Interference Mitigation for Network-Level ISAC: An Optimization Perspective.
CoRR, 2024

Sensing Mutual Information with Random Signals in Gaussian Channels: Bridging Sensing and Communication Metrics.
CoRR, 2024

Fundamental Limits of Two-Hop MIMO Channels: An Asymptotic Approach.
CoRR, 2024

Deep Learning-Based Adaptive Joint Source-Channel Coding using Hypernetworks.
CoRR, 2024

2023
Networked Sensing With AI-Empowered Interference Management: Exploiting Macro-Diversity and Array Gain in Perceptive Mobile Networks.
IEEE J. Sel. Areas Commun., December, 2023

Can Students With Dyslexia Learn Independently? A Seven-Week Study of Chinese Character Learning in an Informal Learning Environment.
IEEE Trans. Learn. Technol., October, 2023

Joint Multi-Objective Optimization for Radio Access Network Slicing Using Multi-Agent Deep Reinforcement Learning.
IEEE Trans. Veh. Technol., September, 2023

Asymptotic Mutual Information Analysis for Double-Scattering MIMO Channels: A New Approach by Gaussian Tools.
IEEE Trans. Inf. Theory, September, 2023

An Adaptive and Robust Deep Learning Framework for THz Ultra-Massive MIMO Channel Estimation.
IEEE J. Sel. Top. Signal Process., July, 2023

Graph Neural Networks for Wireless Communications: From Theory to Practice.
IEEE Trans. Wirel. Commun., May, 2023

FedKL: Tackling Data Heterogeneity in Federated Reinforcement Learning by Penalizing KL Divergence.
IEEE J. Sel. Areas Commun., April, 2023

Collaborative Sensing in Perceptive Mobile Networks: Opportunities and Challenges.
IEEE Wirel. Commun., February, 2023

Hierarchical Federated Learning With Quantization: Convergence Analysis and System Design.
IEEE Trans. Wirel. Commun., 2023

FedSDD: Scalable and Diversity-enhanced Distillation for Model Aggregation in Federated Learning.
CoRR, 2023

Joint Channel Estimation and Cooperative Localization for Near-Field Ultra-Massive MIMO.
CoRR, 2023

Bayes-Optimal Unsupervised Learning for Channel Estimation in Near-Field Holographic MIMO.
CoRR, 2023

Learning Bayes-Optimal Channel Estimation for Holographic MIMO in Unknown EM Environments.
CoRR, 2023

Sensing Mutual Information with Random Signals in Gaussian Channels.
CoRR, 2023

How Robust is Federated Learning to Communication Error? A Comparison Study Between Uplink and Downlink Channels.
CoRR, 2023

Multi-objective Optimization of Space-Air-Ground Integrated Network Slicing Relying on a Pair of Central and Distributed Learning Algorithms.
CoRR, 2023

AI-Native Transceiver Design for Near-Field Ultra-Massive MIMO: Principles and Techniques.
CoRR, 2023

Model-Driven Sensing-Node Selection and Power Allocation for Tracking Maneuvering Targets in Perceptive Mobile Networks.
CoRR, 2023

Handling Group Fairness in Federated Learning Using Augmented Lagrangian Approach.
CoRR, 2023

Local SGD Accelerates Convergence by Exploiting Second Order Information of the Loss Function.
CoRR, 2023

Active IRS-Aided MIMO Systems: How Much Gain Can We Get?
CoRR, 2023

Message Passing Meets Graph Neural Networks: A New Paradigm for Massive MIMO Systems.
CoRR, 2023

Secrecy Analysis for MISO Broadcast Systems with Regularized Zero-Forcing Precoding.
CoRR, 2023

Sensing-Enhanced Secure Communication: Joint Time Allocation and Beamforming Design.
Proceedings of the 21st International Symposium on Modeling and Optimization in Mobile, 2023

GNN-Enhanced Approximate Message Passing for Massive/Ultra-Massive MIMO Detection.
Proceedings of the IEEE Wireless Communications and Networking Conference, 2023

Integrated Sensing and Communication in Coordinated Cellular Networks.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2023

Resource Allocation for OTFS-Based ISAC Systems.
Proceedings of the IEEE International Mediterranean Conference on Communications and Networking, 2023

Multi-Objective Optimization for Active IRS-Assisted Communication Systems.
Proceedings of the IEEE International Mediterranean Conference on Communications and Networking, 2023

Fundamental Limits and Base Station Selection for Collaborative Sensing in Perceptive Mobile Networks.
Proceedings of the IEEE International Mediterranean Conference on Communications and Networking, 2023

Power Allocation for Device-to-Device Interference Channel Using Truncated Graph Transformers.
Proceedings of the IEEE International Mediterranean Conference on Communications and Networking, 2023

Blind Performance Prediction for Deep Learning Based Ultra-Massive MIMO Channel Estimation.
Proceedings of the IEEE International Conference on Communications, 2023

IRS-Aided Secure Communications with Linear Precoding: Performance Analysis and System Design.
Proceedings of the IEEE Globecom Workshops 2023, 2023

Joint BS Selection, User Association, and Beamforming Design for Network Integrated Sensing and Communication.
Proceedings of the IEEE Global Communications Conference, 2023

Binary Federated Learning with Client-Level Differential Privacy.
Proceedings of the IEEE Global Communications Conference, 2023

Task-Oriented Communication with Out-of-Distribution Detection: An Information Bottleneck Framework.
Proceedings of the IEEE Global Communications Conference, 2023

URLLC in IRS-Aided MIMO Systems: Finite Blocklength Analysis and Design.
Proceedings of the 57th Asilomar Conference on Signals, Systems, and Computers, ACSSC 2023, Pacific Grove, CA, USA, October 29, 2023

2022
Perceptive Mobile Network With Distributed Target Monitoring Terminals: Leaking Communication Energy for Sensing.
IEEE Trans. Wirel. Commun., 2022

Learn to Communicate With Neural Calibration: Scalability and Generalization.
IEEE Trans. Wirel. Commun., 2022

Deep Reinforcement Learning-Based Optimization for End-to-End Network Slicing With Control- and User-Plane Separation.
IEEE Trans. Veh. Technol., 2022

Bias for the Trace of the Resolvent and Its Application on Non-Gaussian and Non-Centered MIMO Channels.
IEEE Trans. Inf. Theory, 2022

Outage Probability and Finite-SNR DMT Analysis for IRS-Aided MIMO Systems: How Large IRSs Need to be?
IEEE J. Sel. Top. Signal Process., 2022

Lightweight and Adaptive FDD Massive MIMO CSI Feedback with Deep Equilibrium Learning.
CoRR, 2022

Second-Order Coding Rate of Quasi-Static Rayleigh-Product MIMO Channels.
CoRR, 2022

Secrecy Analysis for IRS-aided Wiretap MIMO Communications: Fundamental Limits and System Design.
CoRR, 2022

Networked Sensing with AI-Empowered Environment Estimation: Exploiting Macro-Diversity and Array Gain in Perceptive Mobile Networks.
CoRR, 2022

Graph Neural Network Enhanced Approximate Message Passing for MIMO Detection.
CoRR, 2022

IRS-aided MIMO Systems over Double-scattering Channels: Impact of Channel Rank Deficiency.
Proceedings of the IEEE Wireless Communications and Networking Conference, 2022

Iterative sparse recovery based passive localization in perceptive mobile networks.
Proceedings of the ISACom@MobiCom 2022: Proceedings of the 1st ACM MobiCom Workshop on Integrated Sensing and Communications Systems, 2022

Content-Aware Client Selection for Federated Learning in Wireless Networks.
Proceedings of the IEEE International Mediterranean Conference on Communications and Networking, 2022

Belief Propagation for Near-Field Cooperative Localization and Tracking in 6G Vehicular Networks.
Proceedings of the IEEE International Mediterranean Conference on Communications and Networking, 2022

Intelligent Reflecting Surface-Aided Maneuvering Target Sensing: True Velocity Estimation.
Proceedings of the 18th International Symposium on Wireless Communication Systems, 2022

Communication-Efficient Federated Distillation with Active Data Sampling.
Proceedings of the IEEE International Conference on Communications, 2022

FedDQ: Communication-Efficient Federated Learning with Descending Quantization.
Proceedings of the IEEE Global Communications Conference, 2022

Augmented Deep Unfolding for Downlink Beamforming in Multi-cell Massive MIMO With Limited Feedback.
Proceedings of the IEEE Global Communications Conference, 2022

SSBNet: Improving Visual Recognition Efficiency by Adaptive Sampling.
Proceedings of the Computer Vision - ECCV 2022, 2022

Designing a Data Visualization Dashboard for Pre-Screening Hong Kong Students with Specific Learning Disabilities.
Proceedings of the 24th International ACM SIGACCESS Conference on Computers and Accessibility, 2022

Designing a Game for Pre-Screening Students with Specific Learning Disabilities in Chinese.
Proceedings of the 24th International ACM SIGACCESS Conference on Computers and Accessibility, 2022

2021
Machine-Learning-Aided Mission-Critical Internet of Underwater Things.
IEEE Netw., 2021

Cell-Free Massive MIMO for 6G Wireless Communication Networks.
J. Commun. Inf. Networks, 2021

Outage and Finite-SNR DMT Analysis for IRS-aided MIMO Systems: How Large IRSs Need to Be?
CoRR, 2021

Cell-Free Massive MIMO Detection: A Distributed Expectation Propagation Approach.
CoRR, 2021

Large-scale IRS-aided MIMO over Double-scattering Channel: An Asymptotic Approach.
CoRR, 2021

Hierarchical Quantized Federated Learning: Convergence Analysis and System Design.
CoRR, 2021

AI Empowered Resource Management for Future Wireless Networks.
Proceedings of the IEEE International Mediterranean Conference on Communications and Networking, 2021

Neural Calibration for Scalable Beamforming in FDD Massive MIMO with Implicit Channel Estimation.
Proceedings of the IEEE Global Communications Conference, 2021

Distributed Expectation Propagation Detection for Cell-Free Massive MIMO.
Proceedings of the IEEE Global Communications Conference, 2021

2020
Client-Edge-Cloud Hierarchical Federated Learning.
Proceedings of the 2020 IEEE International Conference on Communications, 2020

A Low-Complexity Algorithmic Framework for Large-Scale IRS-Assisted Wireless Systems.
Proceedings of the IEEE Globecom Workshops, 2020

2019
Developing and Assessing MATLAB Exercises for Active Concept Learning.
IEEE Trans. Educ., 2019

Edge-Assisted Hierarchical Federated Learning with Non-IID Data.
CoRR, 2019

Connectivity-Aware UAV Path Planning with Aerial Coverage Maps.
Proceedings of the 2019 IEEE Wireless Communications and Networking Conference, 2019

2018
Exploiting Mobility in Cache-Assisted D2D Networks: Performance Analysis and Optimization.
IEEE Trans. Wirel. Commun., 2018

2017
Mobility-Aware Caching in D2D Networks.
IEEE Trans. Wirel. Commun., 2017

Stochastic Joint Radio and Computational Resource Management for Multi-User Mobile-Edge Computing Systems.
IEEE Trans. Wirel. Commun., 2017

Mobility increases the data offloading ratio in D2D caching networks.
Proceedings of the IEEE International Conference on Communications, 2017

2016
Optimal Overlay Cognitive Spectrum Access With F-ALOHA in Macro-Femto Heterogeneous Networks.
IEEE Trans. Wirel. Commun., 2016

Optimal QoS-Aware Channel Assignment in D2D Communications With Partial CSI.
IEEE Trans. Wirel. Commun., 2016

QoS-aware joint mode selection and channel assignment for D2D communications.
Proceedings of the 2016 IEEE International Conference on Communications, 2016

Cache size allocation in backhaul limited wireless networks.
Proceedings of the 2016 IEEE International Conference on Communications, 2016

Selective uplink training for massive MIMO systems.
Proceedings of the 2016 IEEE International Conference on Communications, 2016

Power-Delay Tradeoff in Multi-User Mobile-Edge Computing Systems.
Proceedings of the 2016 IEEE Global Communications Conference, 2016

2015
Interface MB-Based Video Content Editing Transcoding.
IEEE Trans. Circuits Syst. Video Technol., 2015

Jointly optimal spectrum deployment and cognitive access for ase maximization of macro-femto HetNets.
Proceedings of the IEEE International Conference on Communication, 2015

Analysis of area spectral efficiency and link reliability in multiuser MIMO HetNets.
Proceedings of the 2015 IEEE International Conference on Communications, 2015

QoS-Aware Channel Assignment for Weighted Sum-Rate Maximization in D2D Communications.
Proceedings of the 2015 IEEE Global Communications Conference, 2015

2014
Interference Alignment in Dual-Hop MIMO Interference Channel.
IEEE Trans. Wirel. Commun., 2014

Selective Relay-Activation for Conditional DF Relaying.
IEEE Trans. Commun., 2014

Average throughput analysis of downlink cellular networks with multi-antenna base stations.
Proceedings of the 25th IEEE Annual International Symposium on Personal, 2014

Cognitive spectrum access in two-tier femtocell networks.
Proceedings of the IEEE International Conference on Communications, 2014

Cognitive spectrum access in macro-femto heterogeneous networks.
Proceedings of the IEEE Global Communications Conference, 2014

Joint link selection and relay power allocation for energy harvesting relaying systems.
Proceedings of the IEEE Global Communications Conference, 2014

2013
Prior Zero Forcing for Cognitive Relaying.
IEEE Trans. Wirel. Commun., 2013

Outage-Capacity Based Adaptive Relaying in LTE-Advanced Networks.
IEEE Trans. Wirel. Commun., 2013

Cooperative Cognitive Networks: Optimal, Distributed and Low-Complexity Algorithms.
IEEE Trans. Signal Process., 2013

Achievable Diversity Gain of Interference Channel.
Proceedings of the 2013 IEEE Wireless Communications and Networking Conference (WCNC), 2013

Optimality of amplify-and-forward based two-way relaying.
Proceedings of the 2013 IEEE Wireless Communications and Networking Conference (WCNC), 2013

2012
System Design, DMT Analysis, and Penalty for Non-Coherent Relaying.
IEEE Trans. Commun., 2012

Relay Position Optimization Improves Finite-SNR Diversity Gain of Decode-and-Forward MIMO Relay Systems.
IEEE Trans. Commun., 2012

Maximizing energy efficiency in wireless networks with a minimum average throughput requirement.
Proceedings of the 2012 IEEE Wireless Communications and Networking Conference, 2012

Interference alignment in MIMO interference relay channels.
Proceedings of the 2012 IEEE Wireless Communications and Networking Conference, 2012

Selective water-filling for decode-and-forward cooperative systems.
Proceedings of the 13th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2012

Achievable diversity gain of K-user interference channel.
Proceedings of IEEE International Conference on Communications, 2012

2011
Localized or Interleaved? A Tradeoff between Diversity and CFO Interference in Multipath Channels.
IEEE Trans. Wirel. Commun., 2011

Diversity Analysis for Linear Equalizers over ISI Channels.
IEEE Trans. Commun., 2011

A low-complexity precoding scheme for PAPR reduction in SC-FDMA systems.
Proceedings of the 2011 IEEE Wireless Communications and Networking Conference, 2011

Achieving Space Diversity with Non-Coherent AF Relaying.
Proceedings of IEEE International Conference on Communications, 2011

Prior Zero-Forcing for Relaying Primary Signals in Cognitive Network.
Proceedings of the Global Communications Conference, 2011

2010
Capacity of Correlated MISO Channels with Correlated Co-channel Interference and Noise.
Wirel. Pers. Commun., 2010

Spectrum sensing with active cognitive systems.
IEEE Trans. Wirel. Commun., 2010

Transmit and Cooperative Beamforming in Multi-Relay Systems.
Proceedings of IEEE International Conference on Communications, 2010

2009
Optimal decoder for channels with estimation errors.
IEEE Trans. Wirel. Commun., 2009

Input-distribution optimization for channels with estimation errors.
IEEE Trans. Commun., 2009

Design collaborative systems with multiple AF-relays for asynchronous frequency-selective fading channels.
IEEE Trans. Commun., 2009

Mutual Information of Multipath Channels with Imperfect Channel Information.
IEEE Trans. Commun., 2009

Optimization of transmit-beam number and power allocation for generic correlated MIMO rayleigh channels.
IEEE Trans. Commun., 2009

Active Sensing for Cognitive Radio.
Proceedings of the 70th IEEE Vehicular Technology Conference, 2009

2008
TH-CDMA-PPM with Noncoherent Detection for Low Rate WPAN.
IEEE Trans. Wirel. Commun., 2008

Multi-Dimensional Detector for UWB Ranging Systems in Dense Multipath Environments.
IEEE Trans. Wirel. Commun., 2008

A Systematic Procedure for Accurately Approximating Lognormal-Sum Distributions.
IEEE Trans. Veh. Technol., 2008

CDMA-PPM for UWB Impulse Radio.
IEEE Trans. Veh. Technol., 2008

Capacity of Wireless Systems with Channel Estimation Errors.
Proceedings of IEEE International Conference on Communications, 2008

2007
Dimension-Diversity Receiver for the Detection of UWB Signals.
IEEE Trans. Veh. Technol., 2007

Exact Expression for the Coherence Bandwidth of Rayleigh Fading Channels.
IEEE Trans. Commun., 2007

Noncoherent Detection of TH-CDMA-PPM Signals for Low Rate WPAN.
Proceedings of the IEEE Wireless Communications and Networking Conference, 2007

Efficient Optimization of Input Covariance Matrix for MISO in Correlated Rayleigh Fading.
Proceedings of the IEEE Wireless Communications and Networking Conference, 2007

Exact Coherence Bandwidth of Rayleigh Fading Channels.
Proceedings of the IEEE 18th International Symposium on Personal, 2007

Multi-template Detection of UWB Ranging Signals in Dense Multipath Environments.
Proceedings of IEEE International Conference on Communications, 2007

2006
Eigen-Based Receivers for the Detection of Random UWB Signals.
IEEE Trans. Commun., 2006

Model Selection and Estimation for Lognormal Sums in Pearson's Framework.
Proceedings of the 63rd IEEE Vehicular Technology Conference, 2006

Dimension Diversity for the Enhancement of UWB Signal Detection.
Proceedings of the 63rd IEEE Vehicular Technology Conference, 2006

Efficient Estimation of Fast Fading OFDM Channels.
Proceedings of IEEE International Conference on Communications, 2006

2005
Parsimonious correlated nonstationary models for real baseband UWB data.
IEEE Trans. Veh. Technol., 2005

UWB signal detection using eigen-based receiver.
Proceedings of IEEE International Conference on Communications, 2005

2004
Parsimonious correlated nonstationary models for real UWB data.
Proceedings of IEEE International Conference on Communications, 2004


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