Paper “A Minimalist Bayesian Framework for Stochastic Optimization” posted on arXiv (2025)
Paper “Pseudo-Labeling for Kernel Ridge Regression under Covariate Shift” accepted by Annals of Statistics (2025+)
Paper “Uncertainty Quantification for LLM-Based Survey Simulations” accepted by ICML 2025
Paper “A Stability Principle for Learning under Non-Stationarity” accepted by Operations Research (2025+)
Paper “An ℓp Theory of PCA and Spectral Clustering” received the 2024 Frontier of Science Award from the International Congress for Basic Science
Paper on implicit regularization in nonconvex statistical estimation received the SIAM Activity Group on Imaging Science Best Paper Prize
Serving as Area Chair for ICML 2024 and 2025, and meta-reviewer for COLT 2024 and 2025
PhD student Chengpiao Huang received the Deming Doctoral Fellowship, Best Student Presentation Award at NESS 2025, and Outstanding Teaching Assistant Award at IEOR
Team (Chengpiao Huang, Yuhang Wu, Kaizheng Wang) won Second Place in the 2023 INFORMS Blue Summit Supplies Data Challenge and topped the two-week live test
Received the Junior Researcher Award at the 2024 ICSA China Conference