Zhichao Jia

I am a PhD student at Operations Research, Georgia Institute of Technology, advised by Guanghui (George) Lan. Previously, I received my master's degree from Applied Mathematics and Statistics, Johns Hopkins University, where I was advised by Benjamin Grimmer. I was also fortunate to collaborate with James C. Spall and Nicolas Loizou during my master's studies.

Email: zjia75@gatech.edu  /  CV  /  LinkedIn  /  Google Scholar

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Education

PhD student, Operations Research, Georgia Institute of Technology (2023.08-present).

Master of Science in Engineering, Applied Mathematics and Statistics, Johns Hopkins University (2021.08-2022.12) [Thesis].

Bachelor of Science, Information and Computing Science, Sun Yat-Sen University (2017.09-2021.06) [Thesis].

Research Interests

I am interested in optimization. My research lies in nonlinear and stochastic optimization, and I work on the design and analysis of efficient optimization methods.

Publications and Working Papers

Nearly Optimal Lp Risk Minimization [arXiv]
Zhichao Jia, Guanghui Lan, Zhe Zhang

Goldstein Stationarity in Lipschitz Constrained Optimization [arXiv]
Benjamin Grimmer, Zhichao Jia

Switch Updating in SPSA Algorithm for Stochastic Optimization with Inequality Constraints [arXiv]
Zhichao Jia, Ziyi Wei, James C. Spall

First-Order Methods for Nonsmooth Nonconvex Functional Constrained Optimization with or without Slater Points [arXiv]
Zhichao Jia, Benjamin Grimmer

Talks

International Symposium on Mathematical Programming (ISMP)       Montréal, Canada, 07/22/2024
First-Order Methods for Nonsmooth Nonconvex Functional Constrained Optimization with or without Slater Points [Slides]
Session: Design of New Nonsmooth Optimization Algorithms    Stream: Nonsmooth Optimization

Patent

Mechanical Arm Motion Planning Method based on Fast and Flexible Full-Pure Embedding Thought [Website]
with Tao Wang, Yuning Ding, Zi'ang Fang    China Patent 202110154750.4    Issued 02/04/2021