About

I am an Assistant Professor at The Hong Kong Polytechnic University, Department of Data Science and Artificial Intelligence.

Prior to joining PolyU, I was a Research Assistant Professor in the Department of Statistics at The Chinese University of Hong Kong. I received my Ph.D. in Mathematics from Hong Kong University of Science and Technology in 2020 and my bachelor's degree in Pure Mathematics and Applied Mathematics from Sichuan University in 2016.

My research interests span high-dimensional statistics, ranking, online inference and reinforcement learning.

News

2026
Ph.D. student Shuxing Fang's work "Variance-aware Reward Modeling with Anchor Guidance" has been selected for the STAI-X 2026 Paper Award.
2026
Ph.D. student Yuanhang Luo's work "Adaptive Debiased Lasso in High-dimensional GLMs with Streaming Data" has been accepted by Journal of the American Statistical Association (JASA).
2026
Ph.D. student Maojun Sun's work "LAMBDA: A Large Model Based Data Agent" has been selected as a discussion paper for the Journal of the American Statistical Association (JASA).

Research Interests

Ranking Machine Learning Reinforcement Learning Large Language Model Online Learning High-dimensional Statistics

Education

2020
Ph.D. in Mathematics (Statistics)

Hong Kong University of Science and Technology

2016
B.Sc. in Pure Mathematics and Applied Mathematics

Sichuan University

Selected Publications

Adaptive Debiased Lasso in High-dimensional GLMs with Streaming Data
with L. Luo, Y. Luo, Y. Lin and J. Huang
Journal of the American Statistical Association (2026)
Statistical Ranking with Dynamic Covariates
with P. Dong, B. Jiang and Y. Xu
Journal of the Royal Statistical Society Series B: Statistical Methodology (2026)
LAMBDA: A Large Model Based Data Agent
with M. Sun, B. Jiang, H. Qi, D. Sun, Y. Yuan and J. Huang
Journal of the American Statistical Association (2025)
A Unified Analysis of Likelihood-based Estimators in the Plackett--Luce Model
with Y. Xu
Annals of Statistics (2025)

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