General low-rank matrix optimization: Geometric analysis and sharper bounds H Zhang, Y Bi, J Lavaei
Advances in Neural Information Processing Systems 34, 27369-27380, 2021
23 2021 Local and global linear convergence of general low-rank matrix recovery problems Y Bi, H Zhang, J Lavaei
Proceedings of the AAAI Conference on Artificial Intelligence 36 (9), 10129 …, 2022
18 2022 Factorization approach for low-complexity matrix completion problems: Exponential number of spurious solutions and failure of gradient methods B Yalçın, H Zhang, J Lavaei, S Sojoudi
International Conference on Artificial Intelligence and Statistics, 319-341, 2022
9 2022 On the geometric analysis of a quartic–quadratic optimization problem under a spherical constraint H Zhang, A Milzarek, Z Wen, W Yin
Mathematical Programming, 1-53, 2021
8 2021 A Dynamical System Perspective for Escaping Sharp Local Minima in Equality Constrained Optimization Problems H Feng, H Zhang, J Lavaei
2020 59th IEEE Conference on Decision and Control (CDC), 4255-4261, 2020
7 2020 Stochastic Localization Methods for Discrete Convex Simulation Optimization H Zhang, Z Zheng, J Lavaei
Operations Research, 2023
4 2023 Gradient-based algorithms for convex discrete optimization via simulation H Zhang, Z Zheng, J Lavaei
Operations Research 71 (5), 1815-1834, 2022
4 2022 Stochastic -convex Function Minimization H Zhang, Z Zheng, J Lavaei
Advances in Neural Information Processing Systems 34, 13004-13018, 2021
4 2021 A new complexity metric for nonconvex rank-one generalized matrix completion H Zhang, B Yalcin, J Lavaei, S Sojoudi
Mathematical Programming, 1-42, 2023
2 * 2023 Selection of the Best under Convexity H Zhang, Z Zheng, J Lavaei
Available at SSRN 3848865, 2021
1 2021 Geometric Analysis of Matrix Sensing over Graphs H Zhang, Y Chen, J Lavaei
Advances in Neural Information Processing Systems 36, 2024
2024 Distributionally Robust Joint Chance-Constrained Optimal Power Flow using Relative Entropy E Brock, H Zhang, J Lavaei, S Sojoudi
2024 Distributionally Robust Optimization for Nonconvex QCQPs with Stochastic Constraints E Brock*, H Zhang*, JM Kemp, J Lavaei, S Sojoudi
2023 62nd IEEE Conference on Decision and Control (CDC), 4320-4326, 2023
2023 Uniqueness of Power Flow Solutions Using Graph-theoretic Notions H Zhang, SW Park, J Lavaei, R Baldick
IEEE Transactions on Control of Network Systems 9 (1), 100-112, 2022
2022