Edit Profile (opens in new tab) Chi, Yuejie Co-Author Distance Author ID: chi.yuejie Published as: Chi, Yuejie Documents Indexed: 69 Publications since 2011, including 29 Additional arXiv Preprints Co-Authors: 64 Co-Authors with 67 Joint Publications 2,496 Co-Co-Authors all top 5 Co-Authors 1 single-authored 23 Chen, Yuxin 13 Ma, Cong 11 Li, Gen 10 Cen, Shicong 10 Wei, Yuting 7 Li, Yuanxin 6 Liang, Yingbin 5 Li, Boyue 5 Tong, Tian 5 Zhang, Huishuai 4 Da Costa, Maxime Ferreira 4 Li, Zhize 3 Calderbank, Arthur Robert 3 Fan, Jianqing 3 Fu, Haoyu 3 Shi, Laixi 2 Cai, Changxiao 2 Gu, Yuantao 2 Huang, Yu 2 Pezeshki, Ali 2 Poor, Harold Vincent 2 Scharf, Louis L. 2 Xu, Xingyu 2 Zhao, Haoyu 1 Ao, Ruicheng 1 Chen, Fan 1 Chen, Sijin 1 Chen, Wei 1 Chen, Yanxi 1 Cheng, Chen 1 Chong, Edwin Kah Pin 1 Dai, Bo 1 Dai, Hanjun 1 Dong, Harry 1 Du, Simon S. 1 Efimov, Timofey 1 Eldar, Yonina Chana 1 Goldsmith, Andrea J. 1 Hu, Bin 1 Huang, Baihe 1 Ji, Kaiyi 1 Lee, Jason D. 1 Liu, Tie-Yan 1 Lu, Yue M. 1 Mei, Jincheng 1 Prater-Bennette, Ashley 1 Richtárik, Peter 1 Rinaldo, Alessandro 1 Schuurmans, Dale 1 Shen, Yandi 1 Soares, Cláudia 1 Sun, Yue 1 Tripp, Erin E. 1 Valdeira, Pedro 1 Wang, Kaizheng 1 Wang, Liming 1 Wen, Zixin 1 Wu, Weichen 1 Xiao, Lin 1 Xiong, Huaqing 1 Xu, Jinfeng 1 Yan, Yuling 1 Zhan, Wenhao 1 Zhang, Wei all top 5 Serials 14 IEEE Transactions on Signal Processing 7 IEEE Transactions on Information Theory 3 Journal of Machine Learning Research (JMLR) 2 The Annals of Statistics 2 Mathematical Programming. Series A. Series B 2 SIAM Journal on Optimization 2 Information and Inference 1 Automatica 1 Operations Research 1 Applied and Computational Harmonic Analysis 1 Foundations of Computational Mathematics 1 Foundations and Trends in Machine Learning 1 SIAM Journal on Mathematics of Data Science all top 5 Fields 23 Information and communication theory, circuits (94-XX) 16 Operations research, mathematical programming (90-XX) 8 Statistics (62-XX) 8 Computer science (68-XX) 3 Probability theory and stochastic processes (60-XX) 2 Numerical analysis (65-XX) 1 Systems theory; control (93-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 32 Publications have been cited 361 times in 239 Documents Cited by ▼ Year ▼ Nonconvex optimization meets low-rank matrix factorization: an overview. Zbl 07123429 Chi, Yuejie; Lu, Yue M.; Chen, Yuxin 53 2019 Sensitivity to basis mismatch in compressed sensing. Zbl 1392.94144 Chi, Yuejie; Scharf, Louis L.; Pezeshki, Ali; Calderbank, A. Robert 41 2011 Implicit regularization in nonconvex statistical estimation: gradient descent converges linearly for phase retrieval, matrix completion, and blind deconvolution. Zbl 1445.90089 Ma, Cong; Wang, Kaizheng; Chi, Yuejie; Chen, Yuxin 32 2020 Robust spectral compressed sensing via structured matrix completion. Zbl 1360.94064 Chen, Yuxin; Chi, Yuejie 31 2014 Gradient descent with random initialization: fast global convergence for nonconvex phase retrieval. Zbl 1415.90086 Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong 31 2019 Exact and stable covariance estimation from quadratic sampling via convex programming. Zbl 1359.62181 Chen, Yuxin; Chi, Yuejie; Goldsmith, Andrea J. 28 2015 A nonconvex approach for phase retrieval: reshaped Wirtinger flow and incremental algorithms. Zbl 1440.94020 Zhang, Huishuai; Liang, Yingbin; Chi, Yuejie 25 2017 Noisy matrix completion: understanding statistical guarantees for convex relaxation via nonconvex optimization. Zbl 1477.90060 Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong; Yan, Yuling 16 2020 Off-the-grid line spectrum denoising and estimation with multiple measurement vectors. Zbl 1412.94058 Li, Yuanxin; Chi, Yuejie 11 2016 Communication-efficient distributed optimization in networks with gradient tracking and variance reduction. Zbl 07307473 Li, Boyue; Cen, Shicong; Chen, Yuxin; Chi, Yuejie 8 2020 Spectral methods for data science: a statistical perspective. Zbl 1524.68267 Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong 7 2021 Median-truncated nonconvex approach for phase retrieval with outliers. Zbl 1431.94028 Zhang, Huishuai; Chi, Yuejie; Liang, Yingbin 7 2018 Low-rank positive semidefinite matrix recovery from corrupted rank-one measurements. Zbl 1414.94385 Li, Yuanxin; Sun, Yue; Chi, Yuejie 6 2017 Compressive two-dimensional harmonic retrieval via atomic norm minimization. Zbl 1394.94126 Chi, Yuejie; Chen, Yuxin 6 2015 Subspace estimation from unbalanced and incomplete data matrices: \({\ell_{2,\infty}}\) statistical guarantees. Zbl 1471.62371 Cai, Changxiao; Li, Gen; Chi, Yuejie; Poor, H. Vincent; Chen, Yuxin 6 2021 Fast global convergence of natural policy gradient methods with entropy regularization. Zbl 1500.90086 Cen, Shicong; Cheng, Chen; Chen, Yuxin; Wei, Yuting; Chi, Yuejie 5 2022 Beyond procrustes: balancing-free gradient descent for asymmetric low-rank matrix sensing. Zbl 07591387 Ma, Cong; Li, Yuanxin; Chi, Yuejie 5 2021 Non-convex low-rank matrix recovery with arbitrary outliers via median-truncated gradient descent. Zbl 1471.62376 Li, Yuanxin; Chi, Yuejie; Zhang, Huishuai; Liang, Yingbin 5 2020 Nonconvex matrix factorization from rank-one measurements. Zbl 1473.65050 Li, Yuanxin; Ma, Cong; Chen, Yuxin; Chi, Yuejie 5 2021 Low-rank matrix recovery with scaled subgradient methods: fast and robust convergence without the condition number. Zbl 07591494 Tong, Tian; Ma, Cong; Chi, Yuejie 4 2021 On the stable resolution limit of total variation regularization for spike deconvolution. Zbl 1453.94025 Da Costa, Maxime Ferreira; Chi, Yuejie 3 2020 Policy mirror descent for regularized reinforcement learning: a generalized framework with linear convergence. Zbl 07702810 Zhan, Wenhao; Cen, Shicong; Huang, Baihe; Chen, Yuxin; Lee, Jason D.; Chi, Yuejie 3 2023 Guaranteed recovery of one-hidden-layer neural networks via cross entropy. Zbl 1523.94024 Fu, Haoyu; Chi, Yuejie; Liang, Yingbin 3 2020 Analytical convergence regions of accelerated gradient descent in nonconvex optimization under regularity condition. Zbl 1440.93071 Xiong, Huaqing; Chi, Yuejie; Hu, Bin; Zhang, Wei 3 2020 Sample complexity of asynchronous Q-learning: sharper analysis and variance reduction. Zbl 1489.90209 Li, Gen; Wei, Yuting; Chi, Yuejie; Gu, Yuantao; Chen, Yuxin 3 2022 Accelerating ill-conditioned low-rank matrix estimation via scaled gradient descent. Zbl 07415093 Tong, Tian; Ma, Cong; Chi, Yuejie 3 2021 Softmax policy gradient methods can take exponential time to converge. Zbl 1522.90263 Li, Gen; Wei, Yuting; Chi, Yuejie; Chen, Yuxin 2 2023 Convergence of distributed stochastic variance reduced methods without sampling extra data. Zbl 07591013 Cen, Shicong; Zhang, Huishuai; Chi, Yuejie; Chen, Wei; Liu, Tie-Yan 2 2020 PETRELS: parallel subspace estimation and tracking by recursive least squares from partial observations. Zbl 1394.94127 Chi, Yuejie; Eldar, Yonina C.; Calderbank, Robert 2 2013 Manifold gradient descent solves multi-channel sparse blind deconvolution provably and efficiently. Zbl 1475.94044 Shi, Laixi; Chi, Yuejie 2 2021 Stable separation and super-resolution of mixture models. Zbl 1442.94013 Li, Yuanxin; Chi, Yuejie 2 2019 Median-truncated gradient descent: a robust and scalable nonconvex approach for signal estimation. Zbl 1450.94011 Chi, Yuejie; Li, Yuanxin; Zhang, Huishuai; Liang, Yingbin 1 2019 Policy mirror descent for regularized reinforcement learning: a generalized framework with linear convergence. Zbl 07702810 Zhan, Wenhao; Cen, Shicong; Huang, Baihe; Chen, Yuxin; Lee, Jason D.; Chi, Yuejie 3 2023 Softmax policy gradient methods can take exponential time to converge. Zbl 1522.90263 Li, Gen; Wei, Yuting; Chi, Yuejie; Chen, Yuxin 2 2023 Fast global convergence of natural policy gradient methods with entropy regularization. Zbl 1500.90086 Cen, Shicong; Cheng, Chen; Chen, Yuxin; Wei, Yuting; Chi, Yuejie 5 2022 Sample complexity of asynchronous Q-learning: sharper analysis and variance reduction. Zbl 1489.90209 Li, Gen; Wei, Yuting; Chi, Yuejie; Gu, Yuantao; Chen, Yuxin 3 2022 Spectral methods for data science: a statistical perspective. Zbl 1524.68267 Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong 7 2021 Subspace estimation from unbalanced and incomplete data matrices: \({\ell_{2,\infty}}\) statistical guarantees. Zbl 1471.62371 Cai, Changxiao; Li, Gen; Chi, Yuejie; Poor, H. Vincent; Chen, Yuxin 6 2021 Beyond procrustes: balancing-free gradient descent for asymmetric low-rank matrix sensing. Zbl 07591387 Ma, Cong; Li, Yuanxin; Chi, Yuejie 5 2021 Nonconvex matrix factorization from rank-one measurements. Zbl 1473.65050 Li, Yuanxin; Ma, Cong; Chen, Yuxin; Chi, Yuejie 5 2021 Low-rank matrix recovery with scaled subgradient methods: fast and robust convergence without the condition number. Zbl 07591494 Tong, Tian; Ma, Cong; Chi, Yuejie 4 2021 Accelerating ill-conditioned low-rank matrix estimation via scaled gradient descent. Zbl 07415093 Tong, Tian; Ma, Cong; Chi, Yuejie 3 2021 Manifold gradient descent solves multi-channel sparse blind deconvolution provably and efficiently. Zbl 1475.94044 Shi, Laixi; Chi, Yuejie 2 2021 Implicit regularization in nonconvex statistical estimation: gradient descent converges linearly for phase retrieval, matrix completion, and blind deconvolution. Zbl 1445.90089 Ma, Cong; Wang, Kaizheng; Chi, Yuejie; Chen, Yuxin 32 2020 Noisy matrix completion: understanding statistical guarantees for convex relaxation via nonconvex optimization. Zbl 1477.90060 Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong; Yan, Yuling 16 2020 Communication-efficient distributed optimization in networks with gradient tracking and variance reduction. Zbl 07307473 Li, Boyue; Cen, Shicong; Chen, Yuxin; Chi, Yuejie 8 2020 Non-convex low-rank matrix recovery with arbitrary outliers via median-truncated gradient descent. Zbl 1471.62376 Li, Yuanxin; Chi, Yuejie; Zhang, Huishuai; Liang, Yingbin 5 2020 On the stable resolution limit of total variation regularization for spike deconvolution. Zbl 1453.94025 Da Costa, Maxime Ferreira; Chi, Yuejie 3 2020 Guaranteed recovery of one-hidden-layer neural networks via cross entropy. Zbl 1523.94024 Fu, Haoyu; Chi, Yuejie; Liang, Yingbin 3 2020 Analytical convergence regions of accelerated gradient descent in nonconvex optimization under regularity condition. Zbl 1440.93071 Xiong, Huaqing; Chi, Yuejie; Hu, Bin; Zhang, Wei 3 2020 Convergence of distributed stochastic variance reduced methods without sampling extra data. Zbl 07591013 Cen, Shicong; Zhang, Huishuai; Chi, Yuejie; Chen, Wei; Liu, Tie-Yan 2 2020 Nonconvex optimization meets low-rank matrix factorization: an overview. Zbl 07123429 Chi, Yuejie; Lu, Yue M.; Chen, Yuxin 53 2019 Gradient descent with random initialization: fast global convergence for nonconvex phase retrieval. Zbl 1415.90086 Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong 31 2019 Stable separation and super-resolution of mixture models. Zbl 1442.94013 Li, Yuanxin; Chi, Yuejie 2 2019 Median-truncated gradient descent: a robust and scalable nonconvex approach for signal estimation. Zbl 1450.94011 Chi, Yuejie; Li, Yuanxin; Zhang, Huishuai; Liang, Yingbin 1 2019 Median-truncated nonconvex approach for phase retrieval with outliers. Zbl 1431.94028 Zhang, Huishuai; Chi, Yuejie; Liang, Yingbin 7 2018 A nonconvex approach for phase retrieval: reshaped Wirtinger flow and incremental algorithms. Zbl 1440.94020 Zhang, Huishuai; Liang, Yingbin; Chi, Yuejie 25 2017 Low-rank positive semidefinite matrix recovery from corrupted rank-one measurements. Zbl 1414.94385 Li, Yuanxin; Sun, Yue; Chi, Yuejie 6 2017 Off-the-grid line spectrum denoising and estimation with multiple measurement vectors. Zbl 1412.94058 Li, Yuanxin; Chi, Yuejie 11 2016 Exact and stable covariance estimation from quadratic sampling via convex programming. Zbl 1359.62181 Chen, Yuxin; Chi, Yuejie; Goldsmith, Andrea J. 28 2015 Compressive two-dimensional harmonic retrieval via atomic norm minimization. Zbl 1394.94126 Chi, Yuejie; Chen, Yuxin 6 2015 Robust spectral compressed sensing via structured matrix completion. Zbl 1360.94064 Chen, Yuxin; Chi, Yuejie 31 2014 PETRELS: parallel subspace estimation and tracking by recursive least squares from partial observations. Zbl 1394.94127 Chi, Yuejie; Eldar, Yonina C.; Calderbank, Robert 2 2013 Sensitivity to basis mismatch in compressed sensing. Zbl 1392.94144 Chi, Yuejie; Scharf, Louis L.; Pezeshki, Ali; Calderbank, A. Robert 41 2011 all cited Publications top 5 cited Publications all top 5 Cited by 526 Authors 14 Cai, Jian-Feng 13 Chen, Yuxin 13 Chi, Yuejie 11 Fan, Jianqing 7 Huang, Meng 7 Ma, Cong 6 Wang, Yang 6 Wei, Ke 5 Fornasier, Massimo 4 Li, Dong 4 Li, Gen 4 Ling, Shuyang 4 Strohmer, Thomas 4 Wang, Kaizheng 3 Adcock, Ben 3 Bahmani, Sohail 3 Bala Abubakar, Auwal 3 Davis, Damek Shea 3 Ding, Lijun 3 Drusvyatskiy, Dmitriy 3 Hansen, Anders C. 3 Huang, Hui 3 Ibrahim, Abdulkarim Hassan 3 Jung, Peter 3 Krahmer, Felix 3 Kueng, Richard 3 Liao, Wenjing 3 Liu, Ping 3 Pan, Shaohua 3 Pareschi, Lorenzo 3 Rauhut, Holger 3 Stöger, Dominik 3 Sünnen, Philippe 3 Wang, Tianming 3 Wen, Ruiping 3 Xia, Yu 3 Yan, Yuling 3 Ying, Lexing 3 You, Juntao 2 Abbe, Emmanuel 2 Antun, Vegard 2 Aujol, Jean-François 2 Bi, Shujun 2 Cai, Changxiao 2 Candès, Emmanuel J. 2 Carmon, Yair 2 Charisopoulos, Vasileios 2 Chen, Wengu 2 Chen, Yudong 2 Choi, Jae Kyu 2 Daneshmand, Amir 2 Duchi, John C. 2 Fannjiang, Albert C. 2 Han, Chongzhao 2 Hur, YoonHaeng 2 Josz, Cédric 2 Khoo, Yuehaw 2 Kumam, Poom 2 Li, Haoya 2 Li, Jingyang 2 Li, Peng 2 Li, Shuzhen 2 Li, Song 2 Li, Xiao 2 Li, Yong 2 Li, Yuanxin 2 Lian, Feng 2 Liu, Hongqing 2 Liu, Jing 2 Ma, Anna 2 Milzarek, Andre 2 Montúfar, Guido F. 2 Nadler, Boaz 2 Needell, Deanna 2 Ng, Michael Kwok-Po 2 Poon, Clarice 2 Poor, Harold Vincent 2 Qu, Annie 2 Qu, Qing 2 Scutari, Gesualdo 2 Shi, Hui 2 So, Anthony Man-Cho 2 Sojoudi, Somayeh 2 Sun, Ruoyu 2 Terstiege, Ulrich 2 Traonmilin, Yann 2 Tyagi, Hemant 2 Wei, Yuting 2 Xia, Dong 2 Xu, Yi 2 Xu, Zhiqiang 2 Yan, Xihong 2 Yao, Xianghua 2 Yazici, Birsen 2 Yonel, Bariscan 2 Zhang, Anru R. 2 Zhong, Yiqiao 2 Zhou, Likai 2 Zhu, Zhihui 2 Zilber, Pini ...and 426 more Authors all top 5 Cited in 76 Serials 23 Applied and Computational Harmonic Analysis 20 SIAM Journal on Optimization 16 The Annals of Statistics 11 Mathematical Programming. Series A. Series B 11 SIAM Journal on Imaging Sciences 10 SIAM Journal on Mathematics of Data Science 9 Journal of Machine Learning Research (JMLR) 6 Inverse Problems 6 The Journal of Fourier Analysis and Applications 5 Journal of the American Statistical Association 5 Circuits, Systems, and Signal Processing 5 SIAM Journal on Matrix Analysis and Applications 5 Mathematical Problems in Engineering 4 Multidimensional Systems and Signal Processing 4 Linear Algebra and its Applications 4 SIAM Journal on Scientific Computing 4 Foundations of Computational Mathematics 3 Operations Research 3 Journal of Scientific Computing 3 Computational Optimization and Applications 3 Electronic Journal of Statistics 2 Communications on Pure and Applied Mathematics 2 Journal of the Franklin Institute 2 Applied Mathematics and Computation 2 Automatica 2 Journal of Optimization Theory and Applications 2 Machine Learning 2 Journal of Inequalities and Applications 2 Journal of Applied Mathematics 2 Mathematical Biosciences and Engineering 2 Journal of Industrial and Management Optimization 2 Mathematical Programming Computation 2 Information and Inference 2 Annals of Applied Mathematics 1 Computers & Mathematics with Applications 1 Journal of Mathematical Analysis and Applications 1 Information Sciences 1 Journal of Approximation Theory 1 Mathematics and Computers in Simulation 1 Mathematics of Operations Research 1 Results in Mathematics 1 SIAM Journal on Control and Optimization 1 SIAM Journal on Numerical Analysis 1 Chinese Annals of Mathematics. Series B 1 Optimization 1 Journal of Complexity 1 Constructive Approximation 1 Statistical Science 1 Neural Networks 1 Japan Journal of Industrial and Applied Mathematics 1 IEEE Transactions on Signal Processing 1 Journal of Global Optimization 1 M\(^3\)AS. Mathematical Models & Methods in Applied Sciences 1 SIAM Review 1 ETNA. Electronic Transactions on Numerical Analysis 1 Advances in Computational Mathematics 1 Analysis and Applications (Singapore) 1 International Journal of Wavelets, Multiresolution and Information Processing 1 Acta Numerica 1 Journal of Statistical Mechanics: Theory and Experiment 1 Inverse Problems in Science and Engineering 1 Optimization Letters 1 The Annals of Applied Statistics 1 Set-Valued and Variational Analysis 1 Sankhyā. Series A 1 Statistics and Computing 1 Forum of Mathematics, Sigma 1 Bayesian Analysis 1 Journal of the Operations Research Society of China 1 Journal of Mathematics 1 Research in the Mathematical Sciences 1 SIAM Journal on Applied Algebra and Geometry 1 Journal of Nonlinear and Variational Analysis 1 Mathematical Statistics and Learning 1 Information Geometry 1 Sampling Theory, Signal Processing, and Data Analysis all top 5 Cited in 29 Fields 111 Operations research, mathematical programming (90-XX) 86 Information and communication theory, circuits (94-XX) 76 Numerical analysis (65-XX) 55 Statistics (62-XX) 46 Computer science (68-XX) 32 Linear and multilinear algebra; matrix theory (15-XX) 16 Harmonic analysis on Euclidean spaces (42-XX) 13 Systems theory; control (93-XX) 12 Calculus of variations and optimal control; optimization (49-XX) 11 Probability theory and stochastic processes (60-XX) 8 Operator theory (47-XX) 5 Biology and other natural sciences (92-XX) 4 Partial differential equations (35-XX) 4 Approximations and expansions (41-XX) 3 Functional analysis (46-XX) 3 Optics, electromagnetic theory (78-XX) 2 Algebraic geometry (14-XX) 2 Dynamical systems and ergodic theory (37-XX) 2 Integral equations (45-XX) 1 Combinatorics (05-XX) 1 Functions of a complex variable (30-XX) 1 Ordinary differential equations (34-XX) 1 Integral transforms, operational calculus (44-XX) 1 General topology (54-XX) 1 Global analysis, analysis on manifolds (58-XX) 1 Fluid mechanics (76-XX) 1 Quantum theory (81-XX) 1 Statistical mechanics, structure of matter (82-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) Citations by Year