郦旭东 LI, Xudong

教授 Professor

Office: 光华楼东主楼2309

Web: https://www.lixudong.info/

教育背景 Education

  • 博士,新加坡国立大学,2015年

    Ph.D., National University of Singapore, 2015

研究方向及领域 Research Interests

  • 矩阵优化与流形优化 Matrix optimization and manifold optimization

  • 数据科学中大规模优化问题的高效算法 Efficient algorithms for large-scale optimization problems in data science

  • 计算博弈论、不确定性下的优化与决策 Computational game theory, optimization and decision-making under uncertainty

工作经历 Work Experience

  • 复旦大学大数据学院,教授,2018年-至今

    Professor, School of Data Science, Fudan University, 2018-present

代表论著 Selected Publications

  • Shengxiang Deng, Xudong Li, and Yangjing Zhang, Alternating minimization for square root principal component pursuit, INFORMS Journal on Computing, accepted, 2025. arXiv:2501.00471

  • Fuxiaoyue Feng, Chao Ding, and Xudong Li, A quadratically convergent semismooth Newton method for nonlinear semidefinite programming without the subdifferential regularity, Mathematical Programming, 214 (2025), pp. 643-683. arXiv:2402.13814

  • Bo Yang, Xinyuan Zhao, Xudong Li, and Defeng Sun, An accelerated proximal alternating direction method of multipliers for optimal decentralized control of uncertain systems, Journal of Optimization Theory and Applications, 204 (2025): 9. arXiv:2304.11037

  • Yuetian Luo, Xudong Li, and Anru Zhang, Nonconvex factorization and manifold formulations are almost equivalent in low-rank matrix optimization, INFORMS Journal on Optimization, 7 (2025), pp. 38-60. arXiv: 2108.01772

  • Shuoguang Yang, Xudong Li, and Guanghui Lan, Data-driven minimax optimization with expectation constraints, Operations Research, 73 (2025), pp. 1345-1365. arXiv: 2202.07868

荣誉奖项 Honors and Awards

  • 2025年 新时代青年先锋奖

    New Era Youth Pioneer Award, 2025

  • 2024年 数学规划功勋服务奖

    Mathematical Programming Meritorious Service Award, 2024

  • 2023年 数学规划功勋服务奖

    Mathematical Programming Meritorious Service Award, 2023

  • 2022年 中国运筹学会青年科技奖

    Young Researcher Prize of the Operations Research Society of China, 2022

  • 2022年 ICML 2022杰出论文奖

    ICML Outstanding Paper Award, 2022

  • 2019年 国际数学优化协会青年学者奖(3年1人次)

    Young Researcher Prize in Continuous Optimization of the Mathematical Optimization Society, 2019 (Awarded once every three years)