Shenghui Song

ORCID

Publication Activity (10 Years)

Years Active: 2004-2024
Publications (10 Years): 139

Top Venues

CoRR

IEEE Trans. Wirel. Commun.

MeditCom

ICC

Publications

Lei Xie, Shenghui Song, Yonina C. Eldar
Model-Driven Sensing-Node Selection for Maneuvering Target Tracking. WCNC (2024)
Dongfang Xu, Yiming Xu, Xin Zhang, Xianghao Yu, Shenghui Song, Robert Schober
Interference Mitigation for Network-Level ISAC: An Optimization Perspective. CoRR (2024)
Xin Zhang, Shenghui Song
Secrecy Analysis for IRS-Aided Wiretap MIMO Communications: Fundamental Limits and System Design. IEEE Trans. Inf. Theory 70 (6) (2024)
Haiyan Tu, Liqiang Zhao, Yaoyuan Zhang, Gan Zheng, Chen Feng, Shenghui Song, Kai Liang
Deep Reinforcement Learning for Optimization of RAN Slicing Relying on Control- and User-Plane Separation. IEEE Internet Things J. 11 (5) (2024)
Hengtao He, Xianghao Yu, Jun Zhang, Shenghui Song, Khaled B. Letaief
Message Passing Meets Graph Neural Networks: A New Paradigm for Massive MIMO Systems. IEEE Trans. Wirel. Commun. 23 (5) (2024)
Ruoxiao Cao, Wentao Yu, Hengtao He, Xianghao Yu, Shenghui Song, Jun Zhang, Yi Gong, Khaled B. Letaief
Newtonized Near-Field Channel Estimation for Ultra-Massive MIMO Systems. WCNC (2024)
Wenhao Zhuang, Yuyi Mao, Hengtao He, Lei Xie, Shenghui Song, Yao Ge, Zhi Ding
Approximate Message Passing-Enhanced Graph Neural Network for OTFS Data Detection. CoRR (2024)
Huixian Gu, Liqiang Zhao, Zhu Han, Gan Zheng, Shenghui Song
AI-Enhanced Cloud-Edge-Terminal Collaborative Network: Survey, Applications, and Future Directions. IEEE Commun. Surv. Tutorials 26 (2) (2024)
Hongru Li, Jiawei Shao, Hengtao He, Shenghui Song, Jun Zhang, Khaled B. Letaief
Tackling Distribution Shifts in Task-Oriented Communication with Information Bottleneck. CoRR (2024)
Ka Yan Fung, Lik-Hang Lee, Pan Hui, Shenghui Song
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. 17 (2024)
Linping Qu, Shenghui Song, Chi-Ying Tsui
FedAQ: Communication-Efficient Federated Edge Learning via Joint Uplink and Downlink Adaptive Quantization. CoRR (2024)
Wenhao Zhuang, Yuyi Mao, Hengtao He, Lei Xie, Shenghui Song, Yao Ge, Zhi Ding
Approximate Message Passing-Enhanced Graph Neural Network for OTFS Data Detection. IEEE Wirel. Commun. Lett. 13 (7) (2024)
Songjie Xie, Hengtao He, Hongru Li, Shenghui Song, Jun Zhang, Ying-Jun Angela Zhang, Khaled B. Letaief
Deep Learning-Based Adaptive Joint Source-Channel Coding using Hypernetworks. MeditCom (2024)
Zhiqiang Wei, Dongfang Xu, Shuangyang Li, Shenghui Song, Derrick Wing Kwan Ng, Giuseppe Caire
Resource Allocation Design for Next-Generation Multiple Access: A Tutorial Overview. CoRR (2024)
Wei Guo, Meng He, Chuan Huang, Hengtao He, Shenghui Song, Jun Zhang, Khaled B. Letaief
Model-Driven Deep Learning for Distributed Detection in WSNs with Binary Quantization. MeditCom (2024)
Guorong Zhou, Liqiang Zhao, Gan Zheng, Shenghui Song, Jiankang Zhang, Lajos Hanzo
Multiobjective Optimization of Space-Air-Ground-Integrated Network Slicing Relying on a Pair of Central and Distributed Learning Algorithms. IEEE Internet Things J. 11 (5) (2024)
Kai Hu, Yu Liu, Fang Xu, Renhe Liu, Han Wang, Shenghui Song
Asymmetric Neural Image Compression with High-Preserving Information. ISCAS (2024)
Linping Qu, Shenghui Song, Chi-Ying Tsui, Yuyi Mao
How Robust is Federated Learning to Communication Error? A Comparison Study Between Uplink and Downlink Channels. WCNC (2024)
Wei Guo, Meng He, Chuan Huang, Hengtao He, Shenghui Song, Jun Zhang, Khaled B. Letaief
Model-Driven Deep Learning for Distributed Detection with Binary Quantization. CoRR (2024)
Zeyan Zhuang, Xin Zhang, Dongfang Xu, Shenghui Song
Fundamental Limits of Two-Hop MIMO Channels: An Asymptotic Approach. CoRR (2024)
Xin Zhang, Dongfang Xu, Shenghui Song, Mérouane Debbah
Fundamental Limits of Optical Fiber MIMO Channels With Finite Blocklength. CoRR (2024)
Songjie Xie, Hengtao He, Hongru Li, Shenghui Song, Jun Zhang, Ying-Jun Angela Zhang, Khaled B. Letaief
Deep Learning-Based Adaptive Joint Source-Channel Coding using Hypernetworks. CoRR (2024)
Linping Qu, Yuyi Mao, Shenghui Song, Chi-Ying Tsui
Energy-Efficient Channel Decoding for Wireless Federated Learning: Convergence Analysis and Adaptive Design. CoRR (2024)
Tianqu Kang, Lumin Liu, Hengtao He, Jun Zhang, Shenghui Song, Khaled B. Letaief
The Effect of Quantization in Federated Learning:A Rényi Differential Privacy Perspective. MeditCom (2024)
Zeyan Zhuang, Xin Zhang, Dongfang Xu, Shenghui Song
Active IRS-Aided MIMO Communications: How Much Gain Can We Get? WCNC (2024)
Lei Xie, Fan Liu, Jiajin Luo, Shenghui Song
Sensing Mutual Information with Random Signals in Gaussian Channels: Bridging Sensing and Communication Metrics. CoRR (2024)
Xin Zhang, Shenghui Song
Asymptotic Mutual Information Analysis for Double-Scattering MIMO Channels: A New Approach by Gaussian Tools. IEEE Trans. Inf. Theory 69 (9) (2023)
Lumin Liu, Jun Zhang, Shenghui Song, Khaled B. Letaief
Binary Federated Learning with Client-Level Differential Privacy. GLOBECOM (2023)
Dongfang Xu, Yiming Xu, Zhiqiang Wei, Shenghui Song, Derrick Wing Kwan Ng
Sensing-Enhanced Secure Communication: Joint Time Allocation and Beamforming Design. CoRR (2023)
Ruoxiao Cao, Hengtao He, Xianghao Yu, Shenghui Song, Kaibin Huang, Jun Zhang, Yi Gong, Khaled B. Letaief
Joint Channel Estimation and Cooperative Localization for Near-Field Ultra-Massive MIMO. CoRR (2023)
Xin Zhang, Shenghui Song
URLLC in IRS-Aided MIMO Systems: Finite Blocklength Analysis and Design. CoRR (2023)
Yiming Xu, Dongfang Xu, Lei Xie, Shenghui Song
Joint BS Selection, User Association, and Beamforming Design for Network Integrated Sensing and Communication. GLOBECOM (2023)
Yifei Shen, Jun Zhang, Shenghui Song, Khaled B. Letaief
Graph Neural Networks for Wireless Communications: From Theory to Practice. IEEE Trans. Wirel. Commun. 22 (5) (2023)
Zhijie Xie, Shenghui Song
FedKL: Tackling Data Heterogeneity in Federated Reinforcement Learning by Penalizing KL Divergence. IEEE J. Sel. Areas Commun. 41 (4) (2023)
Yiming Xu, Lei Xie, Dongfang Xu, Shenghui Song
Fundamental Limits and Base Station Selection for Collaborative Sensing in Perceptive Mobile Networks. MeditCom (2023)
Wentao Yu, Hengtao He, Xianghao Yu, Shenghui Song, Jun Zhang, Ross D. Murch, Khaled B. Letaief
Learning Bayes-Optimal Channel Estimation for Holographic MIMO in Unknown EM Environments. CoRR (2023)
Gerry Windiarto Mohamad Dunda, Shenghui Song
Handling Group Fairness in Federated Learning Using Augmented Lagrangian Approach. CoRR (2023)
Guorong Zhou, Liqiang Zhao, Gan Zheng, Zhijie Xie, Shenghui Song, Kwang-Cheng Chen
Joint Multi-Objective Optimization for Radio Access Network Slicing Using Multi-Agent Deep Reinforcement Learning. IEEE Trans. Veh. Technol. 72 (9) (2023)
Guorong Zhou, Liqiang Zhao, Gan Zheng, Shenghui Song, Jiankang Zhang, Lajos Hanzo
Multi-objective Optimization of Space-Air-Ground Integrated Network Slicing Relying on a Pair of Central and Distributed Learning Algorithms. CoRR (2023)
Lei Xie, Shenghui Song, Yonina C. Eldar
Model-Driven Sensing-Node Selection and Power Allocation for Tracking Maneuvering Targets in Perceptive Mobile Networks. CoRR (2023)
Wentao Yu, Hengtao He, Xianghao Yu, Shenghui Song, Jun Zhang, Ross D. Murch, Khaled B. Letaief
Bayes-Optimal Unsupervised Learning for Channel Estimation in Near-Field Holographic MIMO. CoRR (2023)
Hengtao He, Xianghao Yu, Jun Zhang, Shenghui Song, Khaled B. Letaief
Message Passing Meets Graph Neural Networks: A New Paradigm for Massive MIMO Systems. CoRR (2023)
Lumin Liu, Jun Zhang, Shenghui Song, Khaled B. Letaief
Hierarchical Federated Learning With Quantization: Convergence Analysis and System Design. IEEE Trans. Wirel. Commun. 22 (1) (2023)
Wentao Yu, Hengtao He, Xianghao Yu, Shenghui Song, Jun Zhang, Khaled B. Letaief
Blind Performance Prediction for Deep Learning Based Ultra-Massive MIMO Channel Estimation. ICC (2023)
Meiying Zhang, Hengtao He, Shenghui Song, Jun Zhang, Khaled B. Letaief
Resource Allocation for OTFS-Based ISAC Systems. MeditCom (2023)
Linxuan Pan, Shenghui Song
Local SGD Accelerates Convergence by Exploiting Second Order Information of the Loss Function. CoRR (2023)
Dohoon Kim, Shenghui Song
Power Allocation for Device-to-Device Interference Channel Using Truncated Graph Transformers. MeditCom (2023)
Ka Yan Fung, Simon Tangi Perrault, Lik-Hang Lee, Kwong Chiu Fung, Shenghui Song
Can Students With Dyslexia Learn Independently? A Seven-Week Study of Chinese Character Learning in an Informal Learning Environment. IEEE Trans. Learn. Technol. 16 (5) (2023)
Lei Xie, Shenghui Song, Khaled B. Letaief
Networked Sensing With AI-Empowered Interference Management: Exploiting Macro-Diversity and Array Gain in Perceptive Mobile Networks. IEEE J. Sel. Areas Commun. 41 (12) (2023)
Xin Zhang, Shenghui Song, Yonina C. Eldar
Secrecy Analysis for MISO Broadcast Systems with Regularized Zero-Forcing Precoding. CoRR (2023)
Lei Xie, Shenghui Song, Yonina C. Eldar, Khaled B. Letaief
Collaborative Sensing in Perceptive Mobile Networks: Opportunities and Challenges. IEEE Wirel. Commun. 30 (1) (2023)
Dongfang Xu, Xianghao Yu, Shenghui Song, Derrick Wing Kwan Ng, Robert Schober
Multi-Objective Optimization for Active IRS-Assisted Communication Systems. MeditCom (2023)
Hongru Li, Wentao Yu, Hengtao He, Jiawei Shao, Shenghui Song, Jun Zhang, Khaled B. Letaief
Task-Oriented Communication with Out-of-Distribution Detection: An Information Bottleneck Framework. GLOBECOM (2023)
Xin Zhang, Dongfang Xu, Shenghui Song
IRS-Aided Secure Communications with Linear Precoding: Performance Analysis and System Design. GLOBECOM (Workshops) (2023)
Wentao Yu, Yifei Shen, Hengtao He, Xianghao Yu, Shenghui Song, Jun Zhang, Khaled B. Letaief
An Adaptive and Robust Deep Learning Framework for THz Ultra-Massive MIMO Channel Estimation. IEEE J. Sel. Top. Signal Process. 17 (4) (2023)
Hongru Li, Wentao Yu, Hengtao He, Jiawei Shao, Shenghui Song, Jun Zhang, Khaled B. Letaief
Task-Oriented Communication with Out-of-Distribution Detection: An Information Bottleneck Framework. CoRR (2023)
Wentao Yu, Yifan Ma, Hengtao He, Shenghui Song, Jun Zhang, Khaled B. Letaief
AI-Native Transceiver Design for Near-Field Ultra-Massive MIMO: Principles and Techniques. CoRR (2023)
Zeyan Zhuang, Xin Zhang, Dongfang Xu, Shenghui Song
Active IRS-Aided MIMO Systems: How Much Gain Can We Get? CoRR (2023)
Hengtao He, Alva Kosasih, Xianghao Yu, Jun Zhang, Shenghui Song, Wibowo Hardjawana, Khaled B. Letaief
GNN-Enhanced Approximate Message Passing for Massive/Ultra-Massive MIMO Detection. WCNC (2023)
Linping Qu, Shenghui Song, Chi-Ying Tsui, Yuyi Mao
How Robust is Federated Learning to Communication Error? A Comparison Study Between Uplink and Downlink Channels. CoRR (2023)
Dongfang Xu, Yiming Xu, Zhiqiang Wei, Shenghui Song, Derrick Wing Kwan Ng
Sensing-Enhanced Secure Communication: Joint Time Allocation and Beamforming Design. WiOpt (2023)
Yiming Xu, Dongfang Xu, Lei Xie, Shenghui Song
Joint BS Selection, User Association, and Beamforming Design for Network Integrated Sensing and Communication. CoRR (2023)
Lumin Liu, Jun Zhang, Shenghui Song, Khaled Ben Letaief
Binary Federated Learning with Client-Level Differential Privacy. CoRR (2023)
Ho Man Kwan, Shenghui Song
FedSDD: Scalable and Diversity-enhanced Distillation for Model Aggregation in Federated Learning. CoRR (2023)
Xin Zhang, Shenghui Song, Khaled B. Letaief
Fundamental Limits of Holographic MIMO Channels: Tackling Non-Separable Transceiver Correlation. CoRR (2023)
Dongfang Xu, Chang Liu, Shenghui Song, Derrick Wing Kwan Ng
Integrated Sensing and Communication in Coordinated Cellular Networks. SSP (2023)
Lei Xie, Fan Liu, Zhanyuan Xie, Zheng Jiang, Shenghui Song
Sensing Mutual Information with Random Signals in Gaussian Channels. CoRR (2023)
Xin Zhang, Shenghui Song
URLLC in IRS-Aided MIMO Systems: Finite Blocklength Analysis and Design. ACSSC (2023)
Dongfang Xu, Chang Liu, Shenghui Song, Derrick Wing Kwan Ng
Integrated Sensing and Communication in Coordinated Cellular Networks. CoRR (2023)
Xin Zhang, Xianghao Yu, Shenghui Song, Khaled B. Letaief
IRS-aided MIMO Systems over Double-scattering Channels: Impact of Channel Rank Deficiency. WCNC (2022)
Zhefeng Qiao, Yifei Shen, Xianghao Yu, Jun Zhang, Shenghui Song, Khaled B. Letaief
Content-Aware Client Selection for Federated Learning in Wireless Networks. MeditCom (2022)
Lei Xie, Shenghui Song
Iterative sparse recovery based passive localization in perceptive mobile networks. ISACom@MobiCom (2022)
Linping Qu, Shenghui Song, Chi-Ying Tsui
FedDQ: Communication-Efficient Federated Learning with Descending Quantization. GLOBECOM (2022)
Xin Zhang, Shenghui Song
Second-Order Coding Rate of Quasi-Static Rayleigh-Product MIMO Channels. CoRR (2022)
Lei Xie, Shenghui Song
Networked Sensing with AI-Empowered Environment Estimation: Exploiting Macro-Diversity and Array Gain in Perceptive Mobile Networks. CoRR (2022)
Ruoxiao Cao, Hengtao He, Xianghao Yu, Jun Zhang, Shenghui Song, Yi Gong, Khaled B. Letaief
Belief Propagation for Near-Field Cooperative Localization and Tracking in 6G Vehicular Networks. MeditCom (2022)
Ka Yan Fung, Kuen Fung Sin, Zikai Alex Wen, Lik-Hang Lee, Shenghui Song, Huamin Qu
Designing a Game for Pre-Screening Students with Specific Learning Disabilities in Chinese. ASSETS (2022)
Yifan Ma, Xianghao Yu, Jun Zhang, Shenghui Song, Khaled B. Letaief
Augmented Deep Unfolding for Downlink Beamforming in Multi-cell Massive MIMO With Limited Feedback. CoRR (2022)
Ho Man Kwan, Shenghui Song
SSBNet: Improving Visual Recognition Efficiency by Adaptive Sampling. ECCV (21) (2022)
Ho Man Kwan, Shenghui Song
SSBNet: Improving Visual Recognition Efficiency by Adaptive Sampling. CoRR (2022)
Wentao Yu, Yifei Shen, Hengtao He, Xianghao Yu, Shenghui Song, Jun Zhang, Khaled B. Letaief
An Adaptive and Robust Deep Learning Framework for THz Ultra-Massive MIMO Channel Estimation. CoRR (2022)
Yifei Shen, Jun Zhang, Shenghui Song, Khaled B. Letaief
Graph Neural Networks for Wireless Communications: From Theory to Practice. CoRR (2022)
Lei Xie, Xianghao Yu, Shenghui Song
Intelligent Reflecting Surface-Aided Maneuvering Target Sensing: True Velocity Estimation. ISWCS (2022)
Xin Zhang, Shenghui Song
Asymptotic Mutual Information Analysis for Double-scattering MIMO Channels: A New Approach by Gaussian Tools. CoRR (2022)
Lumin Liu, Jun Zhang, Shenghui Song, Khaled B. Letaief
Communication-Efficient Federated Distillation with Active Data Sampling. ICC (2022)
Xin Zhang, Xianghao Yu, Shenghui Song
Outage Probability and Finite-SNR DMT Analysis for IRS-Aided MIMO Systems: How Large IRSs Need to be? IEEE J. Sel. Top. Signal Process. 16 (5) (2022)
Lumin Liu, Jun Zhang, Shenghui Song, Khaled B. Letaief
Communication-Efficient Federated Distillation with Active Data Sampling. CoRR (2022)
Lei Xie, Peilan Wang, Shenghui Song, Khaled B. Letaief
Perceptive Mobile Network With Distributed Target Monitoring Terminals: Leaking Communication Energy for Sensing. IEEE Trans. Wirel. Commun. 21 (12) (2022)
Wentao Yu, Hengtao He, Xianghao Yu, Shenghui Song, Jun Zhang, Khaled B. Letaief
Blind Performance Prediction for Deep Learning Based Ultra-Massive MIMO Channel Estimation. CoRR (2022)
Lei Xie, Shenghui Song, Yonina C. Eldar, Khaled B. Letaief
Collaborative Sensing in Perceptive Mobile Networks: Opportunities and Challenges. CoRR (2022)
Hengtao He, Alva Kosasihy, Xianghao Yu, Jun Zhang, Shenghui Song, Wibowo Hardjawanay, Khaled B. Letaief
Graph Neural Network Enhanced Approximate Message Passing for MIMO Detection. CoRR (2022)
Yifan Ma, Wentao Yu, Xianghao Yu, Jun Zhang, Shenghui Song, Khaled B. Letaief
Lightweight and Adaptive FDD Massive MIMO CSI Feedback with Deep Equilibrium Learning. CoRR (2022)
Yunfeng Wang, Liqiang Zhao, Xiaoli Chu, Shenghui Song, Yansha Deng, Arumugam Nallanathan, Kai Liang
Deep Reinforcement Learning-Based Optimization for End-to-End Network Slicing With Control- and User-Plane Separation. IEEE Trans. Veh. Technol. 71 (11) (2022)
Xin Zhang, Shenghui Song
Bias for the Trace of the Resolvent and Its Application on Non-Gaussian and Non-Centered MIMO Channels. IEEE Trans. Inf. Theory 68 (5) (2022)
Yifan Ma, Yifei Shen, Xianghao Yu, Jun Zhang, Shenghui Song, Khaled B. Letaief
Learn to Communicate With Neural Calibration: Scalability and Generalization. IEEE Trans. Wirel. Commun. 21 (11) (2022)
Xin Zhang, Shenghui Song
Secrecy Analysis for IRS-aided Wiretap MIMO Communications: Fundamental Limits and System Design. CoRR (2022)
Ka Yan Fung, Zikai Alex Wen, Haotian Li, Xingbo Wang, Shenghui Song, Huamin Qu
Designing a Data Visualization Dashboard for Pre-Screening Hong Kong Students with Specific Learning Disabilities. ASSETS (2022)
Xin Zhang, Xianghao Yu, Shenghui Song, Khaled B. Letaief
Large-scale IRS-aided MIMO over Double-scattering Channel: An Asymptotic Approach. CoRR (2021)
Lumin Liu, Jun Zhang, Shenghui Song, Khaled B. Letaief
Hierarchical Quantized Federated Learning: Convergence Analysis and System Design. CoRR (2021)
Xin Zhang, Xianghao Yu, Shenghui Song
Outage and Finite-SNR DMT Analysis for IRS-aided MIMO Systems: How Large IRSs Need to Be? CoRR (2021)

Shenghui Song.css-eqlu8i{font-size:small;padding-left:4px;}

Publication Activity (10 Years)

Top Topics

Top Venues

Shenghui Song