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Hao Liu
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Reinforcement learning tracking control for robotic manipulator with kernel-based dynamic model
Y Hu, W Wang, H Liu, L Liu
IEEE transactions on neural networks and learning systems 31 (9), 3570-3578, 2019
262019
A finite element/operator-splitting method for the numerical solution of the two dimensional elliptic Monge–Ampère equation
R Glowinski, H Liu, S Leung, J Qian
Journal of Scientific Computing 79, 1-47, 2019
182019
Curvature regularized surface reconstruction from point clouds
Y He, SH Kang, H Liu
SIAM Journal on Imaging Sciences 13 (4), 1834-1859, 2020
172020
A finite element/operator-splitting method for the numerical solution of the three dimensional Monge–Ampere equation
H Liu, R Glowinski, S Leung, J Qian
Journal of Scientific Computing 81, 2271-2302, 2019
142019
Besov function approximation and binary classification on low-dimensional manifolds using convolutional residual networks
H Liu, M Chen, T Zhao, W Liao
International Conference on Machine Learning, 6770-6780, 2021
122021
Deep nonparametric estimation of operators between infinite dimensional spaces
H Liu, H Yang, M Chen, T Zhao, W Liao
arXiv preprint arXiv:2201.00217, 2022
82022
An operator-splitting method for the gaussian curvature regularization model with applications to surface smoothing and imaging
H Liu, XC Tai, R Glowinski
SIAM Journal on Scientific Computing 44 (2), A935-A963, 2022
72022
A color elastica model for vector-valued image regularization
H Liu, XC Tai, R Kimmel, R Glowinski
SIAM Journal on Imaging Sciences 14 (2), 717-748, 2021
72021
Robust pde identification from noisy data
Y He, SH Kang, W Liao, H Liu, Y Liu
arXiv preprint arXiv:2006.06557, 2020
72020
Doubly robust off-policy learning on low-dimensional manifolds by deep neural networks
M Chen, H Liu, W Liao, T Zhao
arXiv preprint arXiv:2011.01797, 2020
62020
On the numerical solution of nonlinear eigenvalue problems for the Monge-Ampère operator.
R Glowinski, S Leung, H Liu, J Qian
ESAIM: Control, Optimisation & Calculus of Variations 26, 2020
62020
Fast algorithms for surface reconstruction from point cloud
Y He, M Huska, SH Kang, H Liu
Mathematical Methods in Image Processing and Inverse Problems: IPIP 2018 …, 2021
52021
A level set based variational principal flow method for nonparametric dimension reduction on Riemannian manifolds
H Liu, Z Yao, S Leung, TF Chan
SIAM Journal on Scientific Computing 39 (4), A1616-A1646, 2017
52017
Benefits of Overparameterized Convolutional Residual Networks: Function Approximation under Smoothness Constraint
H Liu, M Chen, S Er, W Liao, T Zhang, T Zhao
Proceedings of the 39th International Conference on Machine Learning, 2022
32022
An alternating direction explicit method for time evolution equations with applications to fractional differential equations
H Liu, S Leung
Methods and Applications of Analysis 26 (3), 249--268, 2019
32019
Numerical Identification of Nonlocal Potential in Aggregation
Y He, SH Kang, W Liao, H Liu, Y Liu
Commun. Comput. Phys., 2022
22022
A simple semi-implicit scheme for partial differential equations with obstacle constraints
H Liu, S Leung
Numer. Math. Theor. Meth. Appl 13 (3), 620-643, 2020
22020
Fast operator splitting methods for obstacle problems
H Liu, D Wang
Journal of Computational Physics, 111941, 2023
12023
Elastica models for color image regularization
H Liu, XC Tai, R Kimmel, R Glowinski
arXiv preprint arXiv:2203.09995, 2022
12022
Robust Identification of Differential Equations by Numerical Techniques from a Single Set of Noisy Observation
Y He, SH Kang, W Liao, H Liu, Y Liu
SIAM Journal on Scientific Computing 44 (3), A1145-A1175, 2022
12022
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