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Baoyu Zhou – Publications
2026
On the Complexity of BFGS Method for Smooth Convex Optimization [pdf]
Lijun Ding, Jinwen Yang, and Baoyu Zhou
arXiv preprint, 2026
Optimal Two-Step Stepsize Schedule for Stochastic Gradient Methods [pdf]
Luwei Bai and Baoyu Zhou
arXiv preprint, 2026
The Last Human-Written Paper: Agent-Native Research Artifacts [pdf]
Jiachen Liu, Jiaxin Pei, Jintao Huang, Chenglei Si, Ao Qu, Xiangru Tang, Runyu Lu, Lichang Chen, Xiaoyan Bai, Haizhong Zheng, Carl Chen, Zhiyang Chen, Haojie Ye, Yujuan Fu, Zexue He, Zijian Jin, Zhenyu Zhang, Shangquan Sun, Maestro Harmon, Dianzhuo Wang, Jianqiao Zeng, Jiachen Sun, Mingyuan Wu, Baoyu Zhou, Chenyu You, Shijian Lu, Yiming Qiu, Fan Lai, Yuan Yuan, Yao Li, Junyuan Hong, Ruihao Zhu, Beidi Chen, Alex Pentland, Ang Chen, Mosharaf Chowdhury, and Zechen Zhang
arXiv preprint, 2026
2025
Generalization of Silver Stepsize Schedule to Stochastic Optimization [pdf]
Luwei Bai, Yang Zeng, and Baoyu Zhou
arXiv preprint, 2025
Sequential Quadratic Optimization for Solving Expectation Equality Constrained Stochastic Optimization Problems [pdf]
Haoming Shen, Yang Zeng, and Baoyu Zhou
arXiv preprint, 2025
Optimistic Noise-Aware Sequential Quadratic Programming for Equality Constrained Optimization with Rank-Deficient Jacobians [pdf]
Albert S. Berahas, Jiahao Shi, and Baoyu Zhou
arXiv preprint, 2025
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
SIAM Journal on Optimization, 35(1): 240-269, 2025
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, 6(3-4): 173-195, 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
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