Xiaoyu Qiu

Welcome! I am Xiaoyu, a Ph.D. candidate in the Department of Statistics at the University of Michigan, gratefully coadvised by Professors Yang Chen and Liyue Shen.

Previously, I obtained my Bachelor's in Statistics from Zhejiang University with a minor in Advanced Class of Engineering Education (ACEE).

Email: xiaoyuq@umich .edu

Research Interests

My research interests lie in the intersection of reliable AI, statistical methodology, and biomedical applications, with a focus on uncertainty quantification, robustness, and reliability of modern black-box AI systems. Currently, I work on the reliability of diffusion-based inverse problem solvers for image reconstruction, developing methods to characterize their uncertainty behavior and to improve trustworthiness under prior mismatch, measurement corruption, distribution shift, and model misspecification. Previously, I worked on statistical methods for clinical trials and functional data analysis.

Awards

Student Travel Grant, ASA Biopharmaceutical Section Regulatory-Industry Statistics Workshop, Sept. 2024
Excellence Graduate of Zhejiang Province and Zhejiang University, June 2024
First-Class Scholarship, Zhejiang University, Oct. 2021,2022,2023

Page updated

Report abuse