Bias and Extrapolation in Markovian Linear Stochastic Approximation with Constant Stepsizes. - Dongyan Lucy Huo; Yudong Chen 001; Qiaomin Xie (SIGMETRICS (Abstracts), 2023)

Effectiveness of Constant Stepsize in Markovian LSA and Statistical Inference. - Dongyan Lucy Huo; Yudong Chen 001; Qiaomin Xie (AAAI, 2024)

The Collusion of Memory and Nonlinearity in Stochastic Approximation With Constant Stepsize. - Dongyan Lucy Huo; Yixuan Zhang; Yudong Chen 001; Qiaomin Xie (NeurIPS, 2024)

Prelimit Coupling and Steady-State Convergence of Constant-stepsize Nonsmooth Contractive SA. - Yixuan Zhang; Dongyan Lucy Huo; Yudong Chen 001; Qiaomin Xie (SIGMETRICS/Performance (Abstracts), 2024)

A Piecewise Lyapunov Analysis of Sub-quadratic SGD: Applications to Robust and Quantile Regression. - Yixuan Zhang; Dongyan Lucy Huo; Yudong Chen 001; Qiaomin Xie (SIGMETRICS (Abstracts), 2025)