Publications

Conference & Journal Papers · Preprints

Conference Papers

  • MobiHoc '25

    To Theoretically Understand Transformer-Based In-Context Learning for Optimizing CSMA

    Shugang Hao*, Hongbo Li*, and Lingjie Duan (co-first author)

    26th ACM MobiHoc, 2025 · Acceptance rate: 23%

    PDF arXiv
  • ICLR '25 · Spotlight

    Theory on Mixture-of-Experts in Continual Learning

    Hongbo Li, Sen Lin, Lingjie Duan, Yingbin Liang, and Ness B. Shroff

    ICLR 2025 · Spotlight (acceptance rate 5.1%)

    PDF arXiv
  • INFOCOM '25

    Theory of Mixture-of-Experts for Mobile Edge Computing

    Hongbo Li and Lingjie Duan

    IEEE INFOCOM 2025 · Acceptance rate: 18.6%

    PDF arXiv
  • ISIT '24

    Distributed Learning for Dynamic Congestion Games

    Hongbo Li and Lingjie Duan

    IEEE International Symposium on Information Theory, 2024

    PDF arXiv
  • AIoT '24

    Model Sharing Mechanisms For Distributed Learning

    Sisui Ngoh, Hongbo Li, and Lingjie Duan

    IEEE Annual Congress on Artificial Intelligence of Things, 2024

    PDF
  • AAAI '23 · Oral

    When Congestion Games Meet Mobile Crowdsourcing: Selective Information Disclosure

    Hongbo Li and Lingjie Duan

    AAAI 2023, 37(5): 5739–5746 · Oral (acceptance rate 10.8%)

    PDF arXiv

Journal Papers

  • IEEE TON

    Theoretical Analysis of Mixture-of-Experts in Mobile Edge Computing

    Hongbo Li and Lingjie Duan

    IEEE Transactions on Networking, 2025

    PDF
  • IEEE TMC

    Competitive Multi-armed Bandit Games for Spectrum Sharing

    Hongbo Li and Lingjie Duan

    IEEE Transactions on Mobile Computing, 24(9): 8393–8404, 2025

    PDF arXiv
  • IEEE TON

    To Analyze and Regulate Human-in-the-loop Learning for Congestion Games

    Hongbo Li and Lingjie Duan

    IEEE Transactions on Networking, 2025

    PDF arXiv
  • IEEE TMC

    To Optimize Human-in-the-loop Learning in Repeated Routing Games

    Hongbo Li and Lingjie Duan

    IEEE Transactions on Mobile Computing, 24(4): 2889–2899, 2025

    PDF arXiv
  • IEEE TMC

    Human-in-the-loop Learning for Dynamic Congestion Games

    Hongbo Li and Lingjie Duan

    IEEE Transactions on Mobile Computing, 23(12): 11159–11171, 2024

    PDF arXiv
  • IEEE TNSE

    Online Pricing Incentive to Sample Fresh Information

    Hongbo Li and Lingjie Duan

    IEEE Transactions on Network Science and Engineering, 10(1): 514–526, 2023

    PDF arXiv

Preprints

  • Under Review

    When Mobile Crowdsourcing Meets Queueing Systems: Side-payment Mechanism Design

    Hongbo Li, Lingjie Duan, and Ness B. Shroff

    Under review — IEEE Transactions on Networking (Major Revision)

  • Preprint

    Robopheus: A Virtual-Physical Interactive Mobile Robotic Testbed

    Xuda Ding, Han Wang, Hongbo Li, Hao Jiang, and Jianping He

    arXiv