Haipeng Luo
2023年5月10日 · Haipeng Luo. IBM Early Career Chair and Associate Professor. Thomas Lord Department of Computer Science. University of Southern California. Office: SAL 216. Email: haipengl at usc dot edu.
Publications - Haipeng Luo
2024年9月25日 · Haipeng Luo, Hanghang Tong, Mengxiao Zhang, and Yuheng Zhang. [AISTATS 2023] No-Regret Learning in Two-Echelon Supply Chain with Unknown Demand Distribution. Mengxiao Zhang, Shi Chen, Haipeng Luo, and Yingfei Wang. Posterior Sampling-based Online Learning for the Stochastic Shortest Path Model.
Theoretical Machine Learning (Fall 2024) - Haipeng Luo
This course focuses on the theoretical foundation of machine learning. The first half of the course is devoted to the fundamentals of statistical/online learning and the core question: what determines the sample complexity of learning?
Courses - Haipeng Luo
Courses. CSCI 678: Theoretical Machine Learning, Fall 2024. [link] CSCI 659: Introduction to Online Optimization/Learning, Fall 2022. [link] CSCI 567: Machine Learning, Fall 2021. [link]
[57] Haipeng Luo, Mengxiao Zhang, Peng Zhao, and Zhi-Hua Zhou. Corralling a Larger Band of Bandits: A Case Study on Switching Regret for Linear Bandits. In Proceedings of the 35th Conference on Learning Theory (COLT 2022).
Introduction to Online Optimization/Learning (Fall 2022)
This course focuses on the foundation and advances of the theory and algorithms of online learning/online convex optimization/sequential decision making, a topic that has been playing a crucial role in machine learning and many real-life applications.
Biography - Haipeng Luo
Biography. 02/2023 - present: Associate Professor, University of Southern California. 07/2017 - 02/2023: Assistant Professor, University of Southern California. 07/2016 - 06/2017: Postdoctoral Researcher, Microsoft Research, New York City.
CSCI 567: Machine Learning - Haipeng Luo
CSCI 567: Machine Learning. When: Thu 5:00-7:20pm (lecture), 7:30-8:20pm (discussion session led by TAs) Where: SGM 123 in person and Zoom online simultaneously (you can find the zoom link on the DEN website as well; must log in with USC credential to join)
Students - Haipeng Luo
Past PhD Students. Liyu Chen (05/2020-05/2023, Researcher at ByteDance) Tiancheng Jin (09/2019-05/2024, Researcher at Meta) Chung-Wei Lee (09/2018-01/2024, Researcher at WorldQuant) Chen-Yu Wei (09/2017-06/2022, Assistant Professor at University of Virginia) Mengxiao Zhang (09/2018-05/2024, Assistant Professor at University of Iowa)
CSCI 699: Introduction to Online Learning - Haipeng Luo
Overview: This course focuses on the foundation and advances of the theory of online learning/online convex optimization/sequential decision making, which has been playing a …