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20232026
most citedWireless Network Digital Twin for 6G: Generative AI as A Key Enabler

102 citations · 162 across the 23 of their papers we have counts for

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Showing 2024Show all

8 papers · 1 filter

cs.LG2024

Large Vision Model-Enhanced Digital Twin with Deep Reinforcement Learning for User Association and Load Balancing in Dynamic Wireless Networks

Zhenyu Tao, Wei Xu, Xiaohu You

Optimization of user association in a densely deployed cellular network is usually challenging and even more complicated due to the dynamic nature of user mobility and fluctuation…

cs.AI2024★ 1 cited

Map2Traj: Street Map Piloted Zero-shot Trajectory Generation with Diffusion Model

Zhenyu Tao, Wei Xu, Xiaohu You

User mobility modeling serves a crucial role in analysis and optimization of contemporary wireless networks. Typical stochastic mobility models, e.g., random waypoint model and Gau…

cs.IT2024

MSE-Based Training and Transmission Optimization for MIMO ISAC Systems

Zhenyao He, Wei Xu, Hong Shen +2

In this paper, we investigate a multiple-input multiple-output (MIMO) integrated sensing and communication (ISAC) system under typical block-fading channels. As a non-trivial exten…

cs.IT2024★ 1 cited

Wireless Federated Learning over Resource-Constrained Networks: Digital versus Analog Transmissions

Jiacheng Yao, Wei Xu, Zhaohui Yang +3

To enable wireless federated learning (FL) in communication resource-constrained networks, two communication schemes, i.e., digital and analog ones, are effective solutions. In thi…

cs.IT2024

Joint MIMO Transceiver and Reflector Design for Reconfigurable Intelligent Surface-Assisted Communication

Yaqiong Zhao, Jindan Xu, Wei Xu +4

In this paper, we consider a reconfigurable intelligent surface (RIS)-assisted multiple-input multiple-output communication system with multiple antennas at both the base station (…

cs.IT2024

Unlocking Potentials of Near-Field Propagation: ELAA-Empowered Integrated Sensing and Communication

Zhenyao He, Wei Xu, Zhaohui Yang +5

The exploration of extremely large antenna arrays (ELAAs) using high-frequency spectrum has led to a paradigm shift in electromagnetic radiation field, transitioning from the commo…

cs.NI2024

Learning Wireless Data Knowledge Graph for Green Intelligent Communications: Methodology and Experiments

Yongming Huang, Xiaohu You, Hang Zhan +3

Intelligent communications have played a pivotal role in shaping the evolution of 6G networks. Native artificial intelligence (AI) within green communication systems must meet stri…

cs.IT2024★ 3 cited

Digital versus Analog Transmissions for Federated Learning over Wireless Networks

Jiacheng Yao, Wei Xu, Zhaohui Yang +3

In this paper, we quantitatively compare these two effective communication schemes, i.e., digital and analog ones, for wireless federated learning (FL) over resource-constrained ne…