Biography
I’m Liping Yi, a Tenure-Track Associate Professor, Master’s Supervisor at the College of Intelligence and Computing, Tianjin University. I joined the Machine Learning and Data Mining Laboratory in June 2025, led by Prof. Qinghua Hu. I received my Ph.D. in June 2025 from the College of Computer Science, Nankai University, under the supervision of Prof. Gang Wang and Prof. Xiaoguang Liu. From December 2023 to November 2024, I conducted a Ph.D. joint research program in the College of Computing and Data Science (CCDS) at Nanyang Technological University (NTU), Singapore, working with Prof. Han Yu. My research interests lie in federated learning and large-model multi-agent systems, with a focus on key challenges such as model heterogeneity, communication efficiency, personalized modeling, and system fairness. I have published over 20 research papers in top-tier international journals and conferences, including IEEE TSC, IEEE TMC, ICDE, NeurIPS, ICML, ICCV, AAAI, IJCAI, ACM MM and etc. I have also been invited to serve as a reviewer for CCF-A conferences such as NeurIPS, ICML, CVPR, ICCV, AAAI and etc. I have led multiple research projects, including the “CAST Young Talent Support Project (Doctoral Program)” funded by the China Association for Science and Technology.
衣丽萍,天津大学智能与计算学部副研究员,硕士生导师。 2025年6月加入机器学习与数据挖掘实验室,团队负责人为胡清华教授。 2025年6月于南开大学计算机学院获得博士学位,师从王刚教授和刘晓光教授。 2023年12月至2024年11月期间,作为联合培养博士,在新加坡南洋理工大学(NTU)计算与数据科学学院(CCDS)开展学术研究,合作导师为于涵副教授。 研究方向主要包括联邦学习与大模型多智能体系统,聚焦于模型异构、通信效率、个性化建模与系统公平性等关键问题。 在IEEE TSC、IEEE TMC、ICDE、NeurIPS、ICML、ICCV、AAAI、IJCAI、ACM MM等国际期刊与会议上发表学术论文20余篇,受邀担任NeurIPS、ICML、CVPR、ICCV、AAAI等CCF-A类国际会议审稿人。 主持多项科研项目,包括由中国科协资助的“中国科协青年人才托举工程博士专项计划”等。
🎓 招生信息
长期招收研究生和本科生,欢迎对联邦学习与大模型多智能体系统感兴趣的同学与我联系!(lipingyi@tju.edu.cn)
📢 News
- [2025-06] 📝 One paper accepted by ICCV 2025.
- [2025-06] 🏫 Joined the Machine Learning and Data Mining Lab at Tianjin University.
🧑💻 Experiences
- 2025 – present: Tenure-Track Associate Professor, Tianjin University, Tianjin, China
- 2021 – 2025: Ph.D., Nankai University, Tianjin, China
- 2023 – 2024: Visiting Scholar, Nanyang Technological University, Singapore
- 2019 – 2021: M.Sc., Nankai University, Tianjin, China