CV
Education
- BSc in Mathematics and Economics, double major in Computer Science, Hong Kong University of Science and Technology (HKUST), 2021-Present
- CGA: 3.92/4.30 (~1% in school level); obtained A+ and A for all math courses; took all honor math courses provided in HKUST.
- Exchange Student, University of Illinois at Urbana-Champaign
- CGA: 3.93/4; obtained A* and A for all statistic courses.
Research project
- Trade-off Between Privacy and Accuracy of Synthetic Data (Supervised by Prof. Junhui WANG, Chinese University of Hong Kong, 01/2024-Present)
- Developed a privacy metric for generative models, extending the differential privacy examination framework to scenarios where traditional noise addition or model analysis techniques are ineffective.
- Designing a penalty-based algorithm leveraging the novel privacy metric to balance privacy protection and downstream task accuracy of generated data in model training.
- Developed a novel GAN algorithm under the proposed privacy metric, achieving improved downstream task accuracy while maintaining robust privacy protection.
- Differential Privacy for Inference in the Debiased LASSO Model (Supervised by Prof. Xinzhou GUO, Hong Kong University of Science and Technology, 09/2024-Present)
- Providing proof of asymptotic normality theorem for a novel method combining differentially private de-biased lasso with bootstrap techniques to effectively address selection bias.
- Providing proof of asymptotic normality theorem for an innovative method for multimodal EEG learning that integrates differential privacy principles.
- Knowledge Discovery over Database (Supervised by Prof. Raymond Chi Wing WONG, Hong Kong University of Science and Technology,02/2023-06/2023)
- Conducted in-depth analysis and replication of published papers related to time-series.
- Identified and reported studies that notably enhanced prediction accuracy.
- Compiled and documented pertinent algorithms and data processing techniques for reference.
Teaching Experience
- COMP2011 - Programming with C++ (As a Undergraduate Teaching Assistant, Hong Kong, 09/2024-Present)
- Lead laboratory sessions and provide comprehensive support to Postgraduate Teaching Assistants (PGTAs), taking responsibility for addressing student inquiries and ensuring high-quality lab instruction
- Contribute to lab curriculum development by conducting pre-release checks, troubleshooting, and optimization to enhance the effectiveness of practical learning experiences
- Assist in organizing and managing paper-grading sessions following midterm and final examinations, ensuring fair and accurate assessmen
- Math Support Center Hong Kong (As a Undergraduate Student Tutors, Hong Kong, 09/2024-Present)
- Provided tutoring for undergraduate mathematics coursework across all four years for HKUST students.
- Provided comprehensive mathematics tutoring and knowledge structuring for HKUST undergraduates across all four years of study.
- Provided technical support for various mathematics courses to HKUST undergraduates across all four years of study.
Internship Experience
- Computer Department, Investment Research Center, Essence Securities Co., Ltd. (As a Assistant Analyst, Shanghai / Online, 06/2023-09/2023)
- Conducted a statistical modelling analysis and created a research report on the company’s market position, growth, and financial.
- Utilized statistical tools and software for data manipulation and presentation.
- Conducted equity research and financial modeling to evaluate investment opportunities in the technology sector.
Honors and Awards
- 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)
- Bronze medal in the final competition of the 37th Chinese Physics Olympiad(Top high school students in China nationwide)
- 2021 HKUST Admission Scholarship (140,000HKD)
- 2022/23 University’s Scholarship Scheme for Continuing Undergraduate Students (10,000HKD)
Service and leadership
- I am a student tutor at the Math Support Center at HKUST, providing drop-in tutoring support for math courses.
- I am the founder and leader of “HKUST Notes Collection Center”, a student-run website dedicated to sharing self-written lecture notes across various subjects to enhance learning and exploration.
- I am also trying to summarize a note about basic knowledge of linear algebra based on my hand-writing note in the linear algebra course I took. Here is the link of its draft.
- 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.