publications

AI for Communication

1. A Unified QoS-Aware Multiplexing Framework for Next Generation Immersive Communication with Legacy Wireless Applications

   Jihong Li, Shunqing Zhang, Tao Yu, and 7 more authors

   IEEE Internet of Things Journal, 2025

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   @article{li2025unified,
     title = {A Unified QoS-Aware Multiplexing Framework for Next Generation Immersive Communication with Legacy Wireless Applications},
     author = {Li, Jihong and Zhang, Shunqing and Yu, Tao and Pan, Guangjin and Huang, Kaixuan and Chen, Xiaojing and Sun, Yanzan and Liu, Junyu and Li, Jiandong and Ng, Derrick Wing Kwan},
     journal = {IEEE Internet of Things Journal},
     year = {2025},
     category = {SC-XR}
   }

2. QoE Prediction in RIC-assisted Wireless Real-time Video Transmission System with Transformer

   Yanzan Sun, Wanquan Xiong, Guangjin Pan, and 3 more authors

   IEEE Transactions on Vehicular Technology, 2025

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   @article{sun2025qoe,
     title = {QoE Prediction in RIC-assisted Wireless Real-time Video Transmission System with Transformer},
     author = {Sun, Yanzan and Xiong, Wanquan and Pan, Guangjin and Xu, Shugong and Zhang, Shunqing and Chen, Xiaojing},
     journal = {IEEE Transactions on Vehicular Technology},
     year = {2025},
     category = {SC-XR}
   }

3. VR Applications Joint Offloading and Scheduling Optimization in Multi-access Edge Computing

   Rui Zhu, Yanzan Sun, Shunqing Zhang, and 2 more authors

   In 2025 IEEE Wireless Communications and Networking Conference (WCNC), 2025

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   @inproceedings{zhu2025vr,
     title = {VR Applications Joint Offloading and Scheduling Optimization in Multi-access Edge Computing},
     author = {Zhu, Rui and Sun, Yanzan and Zhang, Shunqing and Chen, Xiaojing and Pan, Guangjin},
     booktitle = {2025 IEEE Wireless Communications and Networking Conference (WCNC)},
     pages = {01--06},
     year = {2025},
     category = {SC-XR}
   }

4. Energy Optimization of Multi-task DNN Inference in MEC-assisted XR Devices: A Lyapunov-Guided Reinforcement Learning Approach

   Yanzan Sun, Jiacheng Qiu, Guangjin Pan, and 4 more authors

   IEEE Internet of Things Journal, 2025

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   @article{sun2025energy,
     title = {Energy Optimization of Multi-task DNN Inference in MEC-assisted XR Devices: A Lyapunov-Guided Reinforcement Learning Approach},
     author = {Sun, Yanzan and Qiu, Jiacheng and Pan, Guangjin and Xu, Shugong and Zhang, Shunqing and Wang, Xiaoyun and Han, Shuangfeng},
     journal = {IEEE Internet of Things Journal},
     year = {2025},
     category = {SC-XR}
   }

5. Quality of experience optimization for real-time XR video transmission with energy constraints

   Guangjin Pan, Shugong Xu, Shunqing Zhang, and 2 more authors

   IEEE Transactions on Vehicular Technology, 2024

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   @article{pan2024quality,
     title = {Quality of experience optimization for real-time XR video transmission with energy constraints},
     author = {Pan, Guangjin and Xu, Shugong and Zhang, Shunqing and Chen, Xiaojing and Sun, Yanzan},
     journal = {IEEE Transactions on Vehicular Technology},
     year = {2024},
     category = {SC-XR}
   }

6. Quality of experience oriented cross-layer optimization for real-time XR video transmission

   Guangjin Pan, Shugong Xu, Shunqing Zhang, and 2 more authors

   IEEE Transactions on Circuits and Systems for Video Technology, 2024

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   @article{pan2024qualitz,
     title = {Quality of experience oriented cross-layer optimization for real-time XR video transmission},
     author = {Pan, Guangjin and Xu, Shugong and Zhang, Shunqing and Chen, Xiaojing and Sun, Yanzan},
     journal = {IEEE Transactions on Circuits and Systems for Video Technology},
     year = {2024},
     category = {SC-XR}
   }

7. Real-time Extended Reality Video Transmission Optimization Based on Frame-priority Scheduling

   Guangjin Pan, Shugong Xu, Shunqing Zhang, and 2 more authors

   In 2023 International Conference on Future Communications and Networks (FCN), 2023

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   @inproceedings{pan2023real,
     title = {Real-time Extended Reality Video Transmission Optimization Based on Frame-priority Scheduling},
     author = {Pan, Guangjin and Xu, Shugong and Zhang, Shunqing and Chen, Xiaojing and Sun, Yanzan},
     booktitle = {2023 International Conference on Future Communications and Networks (FCN)},
     pages = {1--6},
     year = {2023},
     category = {SC-XR}
   }

8. Joint Bitrate Transcoding and Parallel Cooperative Transmission Optimization for Adaptive Video Streaming in Edge Assisted Cellular Networks

   Yanzan Sun, Wenkai Chen, Guangjin Pan, and 3 more authors

   In 2023 IEEE 98th Vehicular Technology Conference (VTC2023-Fall), 2023

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   @inproceedings{sun2023joint,
     title = {Joint Bitrate Transcoding and Parallel Cooperative Transmission Optimization for Adaptive Video Streaming in Edge Assisted Cellular Networks},
     author = {Sun, Yanzan and Chen, Wenkai and Pan, Guangjin and Zhang, Shunqing and Chen, Xiaojing and Wu, Yating},
     booktitle = {2023 IEEE 98th Vehicular Technology Conference (VTC2023-Fall)},
     pages = {1--7},
     year = {2023},
     category = {SC-XR}
   }

9. Joint optimization of video-based AI inference tasks in MEC-assisted augmented reality systems

   Guangjin Pan, Heng Zhang, Shugong Xu, and 2 more authors

   IEEE Transactions on Cognitive Communications and Networking, 2023

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   @article{pan2023joint,
     title = {Joint optimization of video-based AI inference tasks in MEC-assisted augmented reality systems},
     author = {Pan, Guangjin and Zhang, Heng and Xu, Shugong and Zhang, Shunqing and Chen, Xiaojing},
     journal = {IEEE Transactions on Cognitive Communications and Networking},
     volume = {9},
     number = {2},
     pages = {479--493},
     year = {2023},
     category = {SC-XR}
   }

10. Joint optimization of DNN inference delay and energy under accuracy constraints for AR applications

    Guangjin Pan, Heng Zhang, Shugong Xu, and 2 more authors

    In GLOBECOM 2022-2022 IEEE Global Communications Conference, 2022

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    @inproceedings{pan2022joint,
      title = {Joint optimization of DNN inference delay and energy under accuracy constraints for AR applications},
      author = {Pan, Guangjin and Zhang, Heng and Xu, Shugong and Zhang, Shunqing and Chen, Xiaojing},
      booktitle = {GLOBECOM 2022-2022 IEEE Global Communications Conference},
      pages = {2230--2235},
      year = {2022},
      category = {SC-XR}
    }

11. A hybrid CNN-LSTM architecture for high accurate edge-assisted bandwidth prediction

    Hanfei Wen, Jun Yu, Guangjin Pan, and 3 more authors

    IEEE Wireless Communications Letters, 2022

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    @article{wen2022hybrid,
      title = {A hybrid CNN-LSTM architecture for high accurate edge-assisted bandwidth prediction},
      author = {Wen, Hanfei and Yu, Jun and Pan, Guangjin and Chen, Xiaojing and Zhang, Shunqing and Xu, Shugong},
      journal = {IEEE Wireless Communications Letters},
      volume = {11},
      number = {12},
      pages = {2640--2644},
      year = {2022},
      category = {SC-XR}
    }

12. Quality of experience oriented adaptive video streaming for edge assisted cellular networks

    Jun Yu, Hanfei Wen, Guangjin Pan, and 3 more authors

    IEEE Wireless Communications Letters, 2022

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    @article{yu2022quality,
      title = {Quality of experience oriented adaptive video streaming for edge assisted cellular networks},
      author = {Yu, Jun and Wen, Hanfei and Pan, Guangjin and Zhang, Shunqing and Chen, Xiaojing and Xu, Shugong},
      journal = {IEEE Wireless Communications Letters},
      volume = {11},
      number = {11},
      pages = {2305--2309},
      year = {2022},
      category = {SC-XR}
    }

AI for sensing

1. Large Wireless Localization Model (LWLM): A Foundation Model for Positioning in 6G Networks

   Guangjin Pan, Kaixuan Huang, Hui Chen, and 3 more authors

   arXiv preprint arXiv:2505.10134, 2025

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   @article{pan2025large,
     title = {Large Wireless Localization Model (LWLM): A Foundation Model for Positioning in 6G Networks},
     author = {Pan, Guangjin and Huang, Kaixuan and Chen, Hui and Zhang, Shunqing and H{\"a}ger, Christian and Wymeersch, Henk},
     journal = {arXiv preprint arXiv:2505.10134},
     year = {2025},
     category = {SC-ISAC}
   }

2. UNILoc: Unified Localization Combining Model-Based Geometry and Unsupervised Learning

   Yuhao Zhang, Guangjin Pan, Musa Furkan Keskin, and 3 more authors

   arXiv preprint arXiv:2504.17676, 2025

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   @article{zhang2025uniloc,
     title = {UNILoc: Unified Localization Combining Model-Based Geometry and Unsupervised Learning},
     author = {Zhang, Yuhao and Pan, Guangjin and Keskin, Musa Furkan and Kaltiokallio, Ossi and Valkama, Mikko and Wymeersch, Henk},
     journal = {arXiv preprint arXiv:2504.17676},
     year = {2025},
     category = {SC-ISAC}
   }

3. AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challenges

   Guangjin Pan, Yuan Gao, Yilin Gao, and 4 more authors

   arXiv preprint arXiv:2501.14970, 2025

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   @article{pan2025ai,
     title = {AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challenges},
     author = {Pan, Guangjin and Gao, Yuan and Gao, Yilin and Zhong, Zhiyong and Yang, Xiaoyu and Guo, Xinyu and Xu, Shugong},
     journal = {arXiv preprint arXiv:2501.14970},
     year = {2025},
     category = {SC-ISAC}
   }

4. A novel GCN based indoor localization system with multiple access points

   Yanzan Sun, Qinggang Xie, Guangjin Pan, and 2 more authors

   In 2021 International Wireless Communications and Mobile Computing (IWCMC), 2021

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   @inproceedings{sun2021novel,
     title = {A novel GCN based indoor localization system with multiple access points},
     author = {Sun, Yanzan and Xie, Qinggang and Pan, Guangjin and Zhang, Shunqing and Xu, Shugong},
     booktitle = {2021 International Wireless Communications and Mobile Computing (IWCMC)},
     pages = {9--14},
     year = {2021},
     organization = {IEEE},
     category = {SC-ISAC}
   }

5. High accurate time-of-arrival estimation with fine-grained feature generation for Internet-of-Things applications

   Guangjin Pan, Tao Wang, Shunqing Zhang, and 1 more author

   IEEE Wireless Communications Letters, 2020

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   @article{pan2020high,
     title = {High accurate time-of-arrival estimation with fine-grained feature generation for Internet-of-Things applications},
     author = {Pan, Guangjin and Wang, Tao and Zhang, Shunqing and Xu, Shugong},
     journal = {IEEE Wireless Communications Letters},
     volume = {9},
     number = {11},
     pages = {1980--1984},
     year = {2020},
     publisher = {IEEE},
     category = {SC-ISAC}
   }

AI for Closed-loop Communication–Sensing–Control Systems

1. Rate-Limited Closed-Loop Distributed ISAC Systems: An Autoencoder Approach

   Guangjin Pan, Zhixing Li, Ayça Özçelikkale, and 3 more authors

   arXiv preprint arXiv:2505.01780, 2025

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   @article{pan2025rate,
     title = {Rate-Limited Closed-Loop Distributed ISAC Systems: An Autoencoder Approach},
     author = {Pan, Guangjin and Li, Zhixing and {\"O}z{\c{c}}elikkale, Ay{\c{c}}a and H{\"a}ger, Christian and Keskin, Musa Furkan and Wymeersch, Henk},
     journal = {arXiv preprint arXiv:2505.01780},
     year = {2025},
     category = {SC-ISCCC}
   }

2. Joint Computation Offloading and Multi-User Scheduling for Max-Latency Minimization in MEC-Aided Cell-Free Networks

   Yanzan Sun, Xueyang Jiang, Guangjin Pan, and 2 more authors

   In 2024 16th International Conference on Wireless Communications and Signal Processing (WCSP), 2024

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   @inproceedings{sun2024joint,
     title = {Joint Computation Offloading and Multi-User Scheduling for Max-Latency Minimization in MEC-Aided Cell-Free Networks},
     author = {Sun, Yanzan and Jiang, Xueyang and Pan, Guangjin and Zhang, Shunqing and Xu, Shugong},
     booktitle = {2024 16th International Conference on Wireless Communications and Signal Processing (WCSP)},
     pages = {703--708},
     year = {2024},
     category = {SC-ISCCC}
   }

3. Optimizing 5G-Advanced Networks for Time-Critical Applications: The Role of L4S

   Guangjin Pan, Shugong Xu, and Pin Jiang

   IEEE Wireless Communications, 2024

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   @article{pan2024optimizing,
     title = {Optimizing 5G-Advanced Networks for Time-Critical Applications: The Role of L4S},
     author = {Pan, Guangjin and Xu, Shugong and Jiang, Pin},
     journal = {IEEE Wireless Communications},
     year = {2024},
     category = {SC-ISCCC}
   }

4. End-to-end delay minimization based on joint optimization of DNN partitioning and resource allocation for cooperative edge inference

   Xinrui Ye, Yanzan Sun, Dingzhu Wen, and 2 more authors

   In 2023 IEEE 98th Vehicular Technology Conference (VTC2023-Fall), 2023

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   @inproceedings{ye2023end,
     title = {End-to-end delay minimization based on joint optimization of DNN partitioning and resource allocation for cooperative edge inference},
     author = {Ye, Xinrui and Sun, Yanzan and Wen, Dingzhu and Pan, Guanjin and Zhang, Shunqing},
     booktitle = {2023 IEEE 98th Vehicular Technology Conference (VTC2023-Fall)},
     pages = {1--7},
     year = {2023},
     category = {SC-ISCCC}
   }

5. An interference-aware resource-allocation scheme for non-cooperative multi-cell environment

   Zhe Wang, Guangjin Pan, Yanzan Sun, and 1 more author

   Electronics, 2023

   Bib

   @article{wang2023interference,
     title = {An interference-aware resource-allocation scheme for non-cooperative multi-cell environment},
     author = {Wang, Zhe and Pan, Guangjin and Sun, Yanzan and Zhang, Shunqing},
     journal = {Electronics},
     volume = {12},
     number = {4},
     pages = {868},
     year = {2023},
     category = {SC-ISCCC}
   }

6. A hard and soft hybrid slicing framework for service level agreement guarantee via deep reinforcement learning

   Heng Zhang, Guangjin Pan, Shugong Xu, and 2 more authors

   In 2022 IEEE 95th Vehicular Technology Conference:(VTC2022-Spring), 2022

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   @inproceedings{zhang2022hard,
     title = {A hard and soft hybrid slicing framework for service level agreement guarantee via deep reinforcement learning},
     author = {Zhang, Heng and Pan, Guangjin and Xu, Shugong and Zhang, Shunqing and Jiang, Zhiyuan},
     booktitle = {2022 IEEE 95th Vehicular Technology Conference:(VTC2022-Spring)},
     pages = {1--5},
     year = {2022},
     organization = {IEEE},
     category = {SC-ISCCC}
   }