Baoyu Zhou – Publications

2024

  • A Sequential Quadratic Programming Method with High Probability Complexity Bounds for Nonlinear Equality Constrained Stochastic Optimization [pdf]
    Albert S. Berahas, Miaolan Xie, and Baoyu Zhou
    to appear in SIAM Journal on Optimization, 2024

  • Sequential Quadratic Optimization for Stochastic Optimization with Deterministic Nonlinear Inequality and Equality Constraints [pdf]
    Frank E. Curtis, Daniel P. Robinson, and Baoyu Zhou
    SIAM Journal on Optimization, 34(4): 3592-3622, 2024

  • A Stochastic Inexact Sequential Quadratic Optimization Algorithm for Nonlinear Equality-Constrained Optimization [pdf]
    Frank E. Curtis, Daniel P. Robinson, and Baoyu Zhou
    INFORMS Journal on Optimization, 2024

2023

  • On the Convergence of L-shaped Algorithms for Two-Stage Stochastic Programming [pdf]
    John R. Birge, Haihao Lu, and Baoyu Zhou
    arXiv preprint, 2023

  • Online Ad Procurement in Non-stationary Autobidding Worlds [pdf]
    Jason C. N. Liang, Haihao Lu, and Baoyu Zhou
    NeurIPS Conference, 2023

  • Accelerating Stochastic Sequential Quadratic Programming for Equality Constrained Optimization using Predictive Variance Reduction [pdf]
    Albert S. Berahas, Jiahao Shi, Zihong Yi, and Baoyu Zhou
    Computational Optimization and Applications, 86:79–116, 2023

2022

  • Limited-memory BFGS with displacement aggregation [pdf]
    Albert S. Berahas, Frank E. Curtis, and Baoyu Zhou
    Mathematical Programming, 194(1):121-157, 2022

  • Grad-GradaGrad? A Non-Monotone Adaptive Stochastic Gradient Method [pdf]
    Aaron Defazio, Baoyu Zhou, and Lin Xiao
    arXiv preprint, 2022

  • An Adaptive Sampling Sequential Quadratic Programming Method for Equality Constrained Stochastic Optimization [pdf]
    Albert S. Berahas, Raghu Bollapragada, and Baoyu Zhou
    arXiv preprint, 2022

2021

  • Manifold sampling for optimizing nonsmooth nonconvex compositions [pdf]
    Jeffrey Larson, Matt Menickelly, and Baoyu Zhou
    SIAM Journal on Optimization, 31(4):2638-2664, 2021

  • Sequential quadratic optimization for nonlinear equality constrained stochastic optimization [pdf]
    Albert S. Berahas, Frank E. Curtis, Daniel P. Robinson, and Baoyu Zhou
    SIAM Journal on Optimization, 31(2):1352-1379, 2021

2020

  • A self-correcting variable-metric algorithm framework for nonsmooth optimization [pdf]
    Frank E. Curtis, Daniel P. Robinson, and Baoyu Zhou
    IMA Journal of Numerical Analysis, 40(2):1154-1187, 2020