Xiaopeng Li
 |
Xiaopeng Li |
Research
Advisor: Professor Cédric Josz
My research interest lies in nonconvex optimization, differential equations, semi-algebraic geometry, with applications in low rank matrix recovery and neural networks.
Publications
Cédric Josz, Lexiao Lai, Xiaopeng Li, Proximal random reshuffling under local Lipschitz continuity.
Major revision in Mathematics of Operations Research. Preprint on ArXiv: 2408.07182.
Cédric Josz, Xiaopeng Li. (2024). Singular perturbation in heavy ball dynamics.
Journal of Dynamics and Differential Equations. Preprint on ArXiv: 2407.15044.Cédric Josz, Lexiao Lai, Xiaopeng Li. (2023). Convergence of the momentum method for semi-algebraic functions with locally Lipschitz gradients.
SIAM Journal on Optimization, 33(4), 3012–3037. Preprint on ArXiv: 2307.03331.Cédric Josz, Xiaopeng Li. (2023). Certifying the absence of spurious local minima at infinity.
SIAM Journal on Optimization, 33(3), 1416–1439. Preprint on ArXiv: 2303.03536.