CV
Education
- Ph.D. student in Statistics, University of Minnesota, Twin Cities, 2025-Present
- BSc in Mathematics and Economics, double major in Computer Science, Hong Kong University of Science and Technology (HKUST), 2021-2025
- Exchange student, University of Illinois at Urbana-Champaign
Research project
- Distribution-Faithful Data Sharing via Differentially Private Synthetic Data (Advised by Prof. Xiaotong T. Shen, University of Minnesota, 10/2025- Present)
- Developed a high-fidelity DP data sharing framework by combining DP-SGD with generative models (diffusion/flow-matching), enabling synthetic data release under strict (ε,δ)-DP.
- Derived Wasserstein-1 theoretical bounds to decouple intrinsic learning errors from privacy distortions, mathematically guaranteeing downstream ML utility and distributional fidelity.
- Designed a Distributional Cross-Validation (DCV) algorithm to optimize data generation scale, achieving near-original ML performance while effectively resisting membership-inference attacks.
- Differential Privacy for Inference in the Debiased LASSO Model (Supervised by Prof. Xinzhou GUO, Hong Kong University of Science and Technology, 09/2024-Present)
- Worked on asymptotic normality theory for a method combining differentially private debiased LASSO with bootstrap techniques to address selection bias.
- Studied inference methods for multimodal EEG learning under differential privacy constraints.
Teaching Experience
- STAT3011 - Introduction to Statistical Analysis (Teaching Assistant, UMN, 09/2026-Present)
- STAT3022 - Data Analysis (Teaching Assistant, UMN, 09/2026-Present)
- STAT3021 - Introduction to Probability and Statistics (Teaching Assistant, UMN, 09/2025-06/2026, two semester)
- COMP2011 - Programming with C++ (Undergraduate Teaching Assistant, HKUST, 09/2024-12/2024)
- Math Support Center (Undergraduate Student Tutor, HKUST, 09/2024-12/2024)
Internship Experience
- Department of Quantitative Health Sciences, Mayo Clinic (Biostatistician, Rochester / Hybird, 05/2026 - Present)
- Computer Department, Investment Research Center, Essence Securities Co., Ltd. (Assistant Analyst, Shanghai / Online, 06/2023-09/2023)
Honors and Awards
- Bronze medal in the final competition of the 37th Chinese Physics Olympiad(Top high school students in China nationwide)
- 18th Epsilon Fund Award in HKUST (Awarded to top math students, less than 10 undergraduates per year)
- 2022 S.S. CHERN Class Admission Scholarship (Awarded to students in the prestigious S.S. Chern Class)
- The BDR Scholarship - Academic Performance (30,000HKD)
- 2021 HKUST Admission Scholarship (140,000HKD)
- 2022/23 University’s Scholarship Scheme for Continuing Undergraduate Students (10,000HKD)
Service and leadership
- I am the founder and leader of the “HKUST Notes Collection Center”, a student-run website dedicated to sharing self-written lecture notes across various subjects.
- I am writing a linear algebra note based on my handwritten course notes. Here is the draft.
- I was a student tutor at the Math Support Center at HKUST, providing drop-in tutoring support for math courses.
- I served as a student representative on the Student Liaison Subcommittee for two consecutive years, advocating for student interests and facilitating communication between students and faculty.