Zhaoran Wang
Zhaoran Wang
Assistant Professor at Northwestern University
Verified email at northwestern.edu - Homepage
Cited by
Cited by
Nonconvex Low Rank Matrix Factorization via Inexact First Order Oracle
T Zhao, Z Wang, H Liu
Advances in Neural Information Processing Systems, 2015
Optimal Computational and Statistical Rates of Convergence for Sparse Nonconvex Learning Problems
Z Wang, H Liu, T Zhang
Annals of Statistics 42 (6), 2164, 2014
A Strictly Contractive Peaceman--Rachford Splitting Method for Convex Programming
B He, H Liu, Z Wang, X Yuan
SIAM Journal on Optimization 24 (3), 1011-1040, 2014
A Theoretical Analysis of Deep Q-Learning
Z Yang, Y Xie, Z Wang
arXiv preprint arXiv:1901.00137, 2019
Provably Efficient Reinforcement Learning with Linear Function Approximation
C Jin, Z Yang, Z Wang, MI Jordan
arXiv preprint arXiv:1907.05388, 2019
High Dimensional Expectation-Maximization Algorithm: Statistical Optimization and Asymptotic Normality
Z Wang, Q Gu, Y Ning, H Liu
arXiv preprint arXiv:1412.8729, 2014
Multi-Agent Reinforcement Learning via Double Averaging Primal-Dual Optimization
HT Wai, Z Yang, Z Wang, M Hong
Advances in Neural Information Processing Systems, 9672-9683, 2018
Nonconvex Statistical Optimization: Minimax-Optimal Sparse PCA in Polynomial Time
Z Wang, H Lu, H Liu
arXiv preprint arXiv:1408.5352, 2014
Symmetry, Saddle Points, and Global Optimization Landscape of Nonconvex Matrix Factorization
X Li, J Lu, R Arora, J Haupt, H Liu, Z Wang, T Zhao
arXiv preprint arXiv:1612.09296, 2016
Low-Rank and Sparse Structure Pursuit via Alternating Minimization
Q Gu, Z Wang, H Liu
Artificial Intelligence and Statistics, 600-609, 2016
Sparse Nonlinear Regression: Parameter Estimation and Asymptotic Inference under Nonconvexity
Z Yang, Z Wang, H Liu, YC Eldar, T Zhang
arXiv preprint arXiv:1511.04514, 2015
Provably Efficient Exploration in Policy Optimization
Q Cai, Z Yang, C Jin, Z Wang
International Conference on Machine Learning, 1283-1294, 2020
Neural Proximal/Trust Region Policy Optimization Attains Globally Optimal Policy
B Liu, Q Cai, Z Yang, Z Wang
arXiv preprint arXiv:1906.10306, 2019
Neural Policy Gradient Methods: Global Optimality and Rates of Convergence
L Wang, Q Cai, Z Yang, Z Wang
arXiv preprint arXiv:1909.01150, 2019
Neural Temporal-Difference and Q-Learning Provably Converge to Global Optima
Q Cai, Z Yang, JD Lee, Z Wang
Advances in Neural Information Processing Systems 32, 2019
NESTT: A Nonconvex Primal-Dual Splitting Method for Distributed and Stochastic Optimization
D Hajinezhad, M Hong, T Zhao, Z Wang
Advances in Neural Information Processing Systems 29, 3215-3223, 2016
Optimal Linear Estimation under Unknown Nonlinear Transform
X Yi, Z Wang, C Caramanis, H Liu
Advances in Neural Information Processing Systems, 1549-1557, 2015
On the Global Convergence of Actor-Critic: A Case for Linear Quadratic Regulator with Ergodic Cost
Z Yang, Y Chen, M Hong, Z Wang
arXiv preprint arXiv:1907.06246, 2019
On Tighter Generalization Bound for Deep Neural Networks: CNNs, ResNets, and Beyond
X Li, J Lu, Z Wang, J Haupt, T Zhao
arXiv preprint arXiv:1806.05159, 2018
Sparse Generalized Eigenvalue Problem: Optimal Statistical Rates via Truncated Rayleigh Flow
KM Tan, Z Wang, H Liu, T Zhang
Journal of the Royal Statistical Society: Series B (Statistical Methodology …, 2018
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