Non-Asymptotic Analysis of Excess Risk via Empirical Risk Landscape. - Mingyang Yi; Ruoyu Wang 016; Zhi-Ming Ma (CoRR, 2020)

A beyond multiple robust approach for missing response problem. - Qihua Wang; Miaomiao Su; Ruoyu Wang 016 (Comput. Stat. Data Anal., 2021)

Out-of-distribution Generalization with Causal Invariant Transformations. - Ruoyu Wang 016; Mingyang Yi; Zhitang Chen; Shengyu Zhu 001 (CVPR, 2022)

Characterization of Excess Risk for Locally Strongly Convex Population Risk. - Mingyang Yi; Ruoyu Wang 016; Zhi-Ming Ma (NeurIPS, 2022)

Improved OOD Generalization via Conditional Invariant Regularizer. - Mingyang Yi; Ruoyu Wang 016; Jiacheng Sun; Zhenguo Li; Zhi-Ming Ma (CoRR, 2022)

A two-stage optimal subsampling estimation for missing data problems with large-scale data. - Miaomiao Su; Ruoyu Wang 016; Qihua Wang (Comput. Stat. Data Anal., 2022)

Breaking Correlation Shift via Conditional Invariant Regularizer. - Mingyang Yi; Ruoyu Wang 016; Jiacheng Sun; Zhenguo Li; Zhi-Ming Ma (ICLR, 2023)

Distributed Nonparametric Regression Imputation for Missing Response Problems with Large-scale Data. - Ruoyu Wang 016; Miaomiao Su; Qihua Wang (J. Mach. Learn. Res., 2023)