Biography
I am a Postdoctoral Research Fellow at Engineering Systems and Design (ESD) Pillar, Singapore University of Technology and Design (SUTD), advised by Prof. Lingjie Duan, since Aug 2024. From Dec 2023 to Jun 2024, I was a Visiting Scholar at The Ohio State University (OSU), hosted by Prof. Ness B. Shroff and Prof. Yingbin Liang. I received the Ph.D. degree from SUTD in Jul 2024 and the B.Sc. Degree from Shanghai Jiao Tong University (SJTU) in Jun 2019, respectively.
Education
- Singapore University of Technology and Design, Ph.D., Singapore Engineering Systems and Design Pillar, 2020.09-2024.07
- Shanghai Jiao Tong University, B.Sc., Shanghai, China
- School of Electronic Information and Electrical Engineering, IEEE Honor Class, 2015.09-2019.06
Research Interest
- Networked AI
- Machine learning theory
- Game theory
- Mechanism design
Selected Publications and Open-access Links
- H. Li and L. Duan, “Distributed Learning for Dynamic Congestion Games,” In IEEE International Symposium on Information Theory (ISIT), 2024.
- S. Ngoh, H. Li, and L. Duan, “Model Sharing Mechanisms For Distributed Learning,” In IEEE Annual Congress on Artificial Intelligence of Things (AIoT), 2024.
- H. Li and L. Duan, “When Congestion Games Meet Mobile Crowdsourcing: Selective Information Disclosure,” In Proceedings of AAAI Conference on Artificial Intelligence, 37(5), 5739-5746. 2023. (Oral)
- H. Li and L. Duan, “Human-in-the-loop Learning for Dynamic Congestion Games,” in IEEE Transactions on Mobile Computing. 2024.
- H. Li and L. Duan, “Online Pricing Incentive to Sample Fresh Information,” in IEEE Transactions on Network Science and Engineering, 10 (1), 514-526. 2023.
Selected Preprints
- H. Li, S. Lin, L. Duan, Y. Liang, and N. B. Shroff, “Theory on Mixture-of-Experts in Continual Learning”, submitted for publication, arXiv: https://arxiv.org/abs/2406.16437
- H. Li, and L. Duan, “To Analyze and Regulate Human-in-the-loop Learning for Congestion Games”, under review of IEEE/ACM Transactions on Networking (Major Revision)
- H. Li, and L. Duan, “To Optimize Human-in-the-loop Learning in Repeated Routing Games”, under review of IEEE Transactions on Mobile Computing (Major Revision).
- H. Li, L. Duan, and N. B. Shroff, “When Mobile Crowdsourcing Meets Queueing Systems: Side-payment Mechanism Design”, under review of IEEE/ACM Transactions on Networking.
Awards
- IEEE ISIT 2024 Student Travel Grant
- SUTD PhD Fellowship
- Outstanding Graduates of Shanghai 2019