Polya tree-based nearest neighborhood regression. - Haoxin Zhuang; Liqun Diao; Grace Yi (Stat. Comput., 2022)

Label Correction of Crowdsourced Noisy Annotations with an Instance-Dependent Noise Transition Model. - Hui Guo; Boyu Wang; Grace Yi (NeurIPS, 2023)

Regression Learning with Limited Observations of Multivariate Outcomes and Features. - Yifan Sun; Grace Yi (ICML, 2024)

Learning from Noisy Labels via Conditional Distributionally Robust Optimization. - Hui Guo; Grace Yi; Boyu Wang (NeurIPS, 2024)

Revisiting Source-Free Domain Adaptation: a New Perspective via Uncertainty Control. - Gezheng Xu; Hui Guo; Li Yi; Charles Ling 001; Boyu Wang; Grace Yi (ICLR, 2025)