Coresets for Vertical Federated Learning: Regularized Linear Regression and K-Means Clustering
Lingxiao Huang, Zhize Li, Jialin Sun, Haoyu Zhao (alpha-beta) Conference on Neural Information Processing Systems ( NeurIPS 2022 )
CV
Education
- Ph.D. Student, Princeton University, 2025 (Expected)
- Computer Science Department
- B.E. in Computer Science and Technology, Tsinghua University, 2020
- Institute for Interdisciplinary Information Sciences
- GPA: 3.86, Rank: 5/46
Experiences
- Undergraduate Research Assistant Sept. 2019 - Dec. 2019
- Tsinghua University
- Supervisor: Professor Yang Yuan
- Research Intern Sept. 2019 - Dec. 2019
- Microsoft Research Asia
- Supervisor: Professor Wei Chen
- Research Intern Feb. 2019 - July 2019
- Duke University
- Supervisor: Professor Rong Ge
- Research Intern July 2018 - Nov. 2018
- Microsoft Research Asia
- Supervisor: Professor Wei Chen
- Undergraduate Research Assistant May 2018 - Jan. 2019
- Tsinghua University
- Supervisor: Professor Jian Li
Awards
- Yao Award (Bronze Medal) Sept. 2019
Publications
SoteriaFL: A Unified Framework for Private Federated Learning with Communication Compression
Zhize Li, Haoyu Zhao, Boyue Li, Yuejie ChiConference on Neural Information Processing Systems ( NeurIPS 2022 )BEER: Fast O(1/T) Rate for Decentralized Nonconvex Optimization with Communication Compression
Haoyu Zhao, Boyue Li, Zhize Li, Peter Richtárik, Yuejie ChiConference on Neural Information Processing Systems ( NeurIPS 2022 )Combinatorial Semi-Bandit in the Non-Stationary Environment
Wei Chen, Liwei Wang, Haoyu Zhao, Kai Zheng (alpha-beta)The Conference on Uncertainty in Artificial Intelligence ( UAI 2021 )Combinatorial Pure Exploration of Dueling Bandit
Wei Chen, Yihan Du, Longbo Huang, Haoyu Zhao (alpha-beta)International Conference on Machine Learning ( ICML 2020 )Online Second Price Auction with Semi-bandit Feedback Under the Non-Stationary Setting
Haoyu Zhao, Wei ChenAAAI Conference on Artificial Intelligence ( AAAI 2020 )Gradient Method for Continuous Influence Maximization with Budget-Saving Considerations
Wei Chen, Weizhong Zhang, Haoyu Zhao (alpha-beta)AAAI Conference on Artificial Intelligence ( AAAI 2020 )Stochastic One-Sided Full-Information Bandit
Haoyu Zhao, Wei ChenThe European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ( ECML/PKDD 2019 )An FPTAS for Stochastic Unbounded Min-Knapsack Problem
Zhihao Jiang, Haoyu Zhao (alpha-beta)International Frontiers of Algorithmics Workshop ( FAW 2019 )
Talks
Oral presentation at AAAI 2020
Conference proceedings talk at AAAI Conference on Artificial Intelligence (AAAI 2020), New York, United States
Oral presentation at ECML/PKDD 2019
Conference proceedings talk at The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2019), Wurzburg, Germany
Contests
- Gold Medal(11th place) of Chinese Mathematical Olympiad (CMO) Dec. 2015
- Second Prize in Chinese Physics Tournament Oct. 2015
- "The Harvard-MIT Mathematics Tournament" (HMMT 2015) Feb. 2015
- The 22nd place (Geometry, Individual Round)
- the 50th place (Overall, Individual Round)
- the 3rd place (Team Round)
- Silver Medal of Chinese Mathematical Olympiad Dec. 2014
Scholarships and Certificates
- Baidu Scholarship for Research and Innovation Oct. 2019
- Scholarship for Senior Sept. 2019
- Xuetang Scholarship Sept. 2019
- Mitsubishi UFJ Foundation Sept. 2018
- Scholarship for Junior Sept. 2018
- Xuetang Scholarship Sept. 2018
- ZhengGeru Scholarship Sept. 2017
- Scholarship for Sophomore Sept. 2017
- Xuetang Scholarship Sept. 2017
- Scholarship for Freshman Sept. 2016
- Xuetang Scholarship Sept. 2016
Languages
- Chinese
- Native
- English
- Toefl
- 107, 29 (Reading) + 27 (Listening) + 24 (Speaking) + 27 (Writing).
- GRE
- 326, 157 (Verbal) + 169 (Quantitative) + 4.0 (Writing).
- Toefl