Yang Liu
Research groups
Address
Mathematical Institute
University of Oxford
Andrew Wiles Building
Radcliffe Observatory Quarter
Woodstock Road
Oxford
OX2 6GG
University of Oxford
Andrew Wiles Building
Radcliffe Observatory Quarter
Woodstock Road
Oxford
OX2 6GG
Major / recent publications
- Yang Liu, Andre Milzarek, Fred Roosta. Obtaining Pseudo-inverse Solutions With MINRES (https://arxiv.org/abs/2309.17096). Technical Report, Preprint, 2023.
- Yang Liu, Fred Roosta. A Newton-MR Algorithm with Complexity Guarantees for Nonconvex Smooth Unconstrained Optimization (https://arxiv.org/abs/2208.07095). Technical Report, Preprint, 2022.
- Yang Liu, Fred Roosta. MINRES: From Negative Curvature Detection to Monotonicity Properties (https://epubs.siam.org/doi/10.1137/21M143666X). SIAM Journal on Optimization (SIOPT), 2022.
- Wenqing Ouyang, Yang Liu, Andre Milzarek. Descent Properties of an Anderson Accelerated Gradient Method With Restarting (https://arxiv.org/abs/2206.01372). Technical Report, Preprint, 2022.
- Fred Roosta, Yang Liu, Peng Xu, Michael W. Mahoney. Newton-MR: Inexact Newton Method With Minimum Residual Sub-problem Solver (https://www.sciencedirect.com/science/article/pii/S2192440622000119). EURO Journal on Computational Optimization, 2022.
- Yang Liu, Fred Roosta. Convergence of Newton-MR under Inexact Hessian Information (https://epubs.siam.org/doi/abs/10.1137/19M1302211). SIAM Journal on Optimization (SIOPT), 2021.
Research interests
- Algorithm design
- Nonconvex optimization
- Complexity analysis
- Higher-order methods
- Large-scale optimization
- Krylov subspace methods
Recent publications
Buckling of residually stressed cylindrical tubes under compression
Zhang, T Dorfmann, L Liu, Y International Journal of Solids and Structures volume 321 113578 (Oct 2025) Post-buckling of fiber-reinforced soft tissues
Liu, Y Liu, R Ma, W Goriely, A Journal of the Mechanics and Physics of Solids volume 203 (17 Jun 2025) Local resonance of mechanosensitive channels
Qi, B Lin, S Guo, Y Feng, L Su, L Liu, Y Goriely, A Lu, T Liu, S Journal of the Mechanics and Physics of Solids volume 203 (17 Jun 2025) TeachText: CrossModal text-video retrieval through generalized distillation
Croitoru, I Bogolin, S Leordeanu, M Jin, H Zisserman, A Liu, Y Albanie, S Artificial Intelligence volume 338 (30 Oct 2024) Reduced model and nonlinear analysis of localized instabilities of residually stressed cylinders under axial stretch
Liu, Y Yu, X Dorfmann, L Mathematics and Mechanics of Solids volume 29 issue 9 1879-1899 (25 Sep 2024)