Stochastic Ratios Tracking Algorithm for Large Scale Machine Learning Problems. - Shigeng Sun; Yuchen Xie (CoRR, 2023)

A trust region method for noisy unconstrained optimization. - Shigeng Sun; Jorge Nocedal (Math. Program., 2023)

Noise-Tolerant Optimization Methods for the Solution of a Robust Design Problem. - Yuchen Lou; Shigeng Sun; Jorge Nocedal (CoRR, 2024)

A Trust-Region Algorithm for Noisy Equality Constrained Optimization. - Shigeng Sun; Jorge Nocedal (CoRR, 2024)

Design Guidelines for Noise-Tolerant Optimization with Applications in Robust Design. - Yuchen Lou; Shigeng Sun; Jorge Nocedal (SIAM J. Sci. Comput., 2025)