Jian-Feng Cai - RankMe

104 papers A* 9A 2B 2Misc 5Journal 81Unranked 5

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Improving Classifier-Free Guidance of Flow Matching via Manifold Projection. CoRR Jian-Feng Cai, Haixia Liu, Zhengyi Su, Chao Wang
2025	A	`conf`	Fast Non-convex Matrix Sensing with Optimal Sample Complexity. UAI Jian-Feng Cai, Tong Wu, Ruizhe Xia
2025	A*	`conf`	Fast and Provable Algorithms for Sparse PCA with Improved Sample Complexity. ICML Jian-Feng Cai, Zhuozhi Xian, Jiaxi Ying
2025	J	`jnl`	Fast and Provable Tensor-Train Format Tensor Completion via Precondtioned Riemannian Gradient Descent. CoRR Fengmiao Bian, Jian-Feng Cai, Xiaoqun Zhang, Yuanwei Zhang
2025	J	`jnl`	On Subsample Size of Quantile-Based Randomized Kaczmarz. CoRR Jian-Feng Cai, Junren Chen, Anna Ma, Tong Wu
2025	A*	`conf`	Preconditioned Riemannian Gradient Descent Algorithm for Low-Multilinear-Rank Tensor Completion. ICML Yuanwei Zhang, Fengmiao Bian, Xiaoqun Zhang, Jian-Feng Cai
2024	A*	`conf`	A Fast and Provable Algorithm for Sparse Phase Retrieval. ICLR Jian-Feng Cai, Yu Long, Ruixue Wen, Jiaxi Ying
2024	—	`conf`	A Preconditioned Fast Iterative Hard Thresholding Algorithm for Spectrally Sparse Signal Reconstruction. SAM Fengmiao Bian, Jian-Feng Cai, Xueyang Quan, Yang Wang
2024	J	`jnl`	A Preconditioned Riemannian Gradient Descent Algorithm for Low-Rank Matrix Recovery. SIAM J. Matrix Anal. Appl. Fengmiao Bian, Jian-Feng Cai, Rui Zhang
2024	A*	`conf`	On the Convergence of Projected Bures-Wasserstein Gradient Descent under Euclidean Strong Convexity. ICML Junyi Fan, Yuxuan Han, Zijian Liu, Jian-Feng Cai, Yang Wang, Zhengyuan Zhou
2024	A	`conf`	RL in Markov Games with Independent Function Approximation: Improved Sample Complexity Bound under the Local Access Model. AISTATS Junyi Fan, Yuxuan Han, Jialin Zeng, Jian-Feng Cai, Yang Wang, Yang Xiang, Jiheng Zhang
2024	J	`jnl`	RL in Markov Games with Independent Function Approximation: Improved Sample Complexity Bound under the Local Access Model. CoRR Junyi Fan, Yuxuan Han, Jialin Zeng, Jian-Feng Cai, Yang Wang, Yang Xiang, Jiheng Zhang
2024	J	`jnl`	Restoration Guarantee of Image Inpainting via Low Rank Patch Matrix Completion. SIAM J. Imaging Sci. Jian-Feng Cai, Jae Kyu Choi, Jingyang Li, Guojian Yin
2023	J	`jnl`	A Fast and Provable Algorithm for Sparse Phase Retrieval. CoRR Jian-Feng Cai, Yu Long, Ruixue Wen, Jiaxi Ying
2023	J	`jnl`	Asymptotically Sharp Upper Bound for the Column Subset Selection Problem. CoRR Jian-Feng Cai, Zhiqiang Xu, Zili Xu
2023	J	`jnl`	Computationally Efficient and Statistically Optimal Robust High-Dimensional Linear Regression. CoRR Yinan Shen, Jingyang Li, Jian-Feng Cai, Dong Xia
2023	J	`jnl`	Online Tensor Learning: Computational and Statistical Trade-offs, Adaptivity and Optimal Regret. CoRR Jian-Feng Cai, Jingyang Li, Dong Xia
2023	J	`jnl`	Restoration Guarantee of Image Inpainting via Low Rank Patch Matrix Completion. CoRR Jian-Feng Cai, Jae Kyu Choi, Jingyang Li
2023	Misc	`conf`	Spectral Super-Resolution on the Unit Circle Via Gradient Descent. ICASSP Xunmeng Wu, Zai Yang, Jian-Feng Cai, Zongben Xu
2023	J	`jnl`	Structured Gradient Descent for Fast Robust Low-Rank Hankel Matrix Completion. SIAM J. Sci. Comput. HanQin Cai, Jian-Feng Cai, Juntao You
2022	J	`jnl`	Approximation Theory of Total Variation Minimization for Data Completion. CoRR Jian-Feng Cai, Jae Kyu Choi, Ke Wei
2022	J	`jnl`	Computationally Efficient and Statistically Optimal Robust Low-rank Matrix Estimation. CoRR Yinan Shen, Jingyang Li, Jian-Feng Cai, Dong Xia
2022	J	`jnl`	Nearly optimal bounds for the global geometric landscape of phase retrieval. CoRR Jian-Feng Cai, Meng Huang, Dong Li, Yang Wang
2022	J	`jnl`	Provable Sample-Efficient Sparse Phase Retrieval Initialized by Truncated Power Method. CoRR Jian-Feng Cai, Jingyang Li, Juntao You
2022	J	`jnl`	Provable Tensor-Train Format Tensor Completion by Riemannian Optimization. J. Mach. Learn. Res. Jian-Feng Cai, Jingyang Li, Dong Xia
2022	J	`jnl`	Sample-Efficient Sparse Phase Retrieval via Stochastic Alternating Minimization. IEEE Trans. Signal Process. Jian-Feng Cai, Yuling Jiao, Xiliang Lu, Juntao You
2022	J	`jnl`	Structured Gradient Descent for Fast Robust Low-Rank Hankel Matrix Completion. CoRR HanQin Cai, Jian-Feng Cai, Juntao You
2022	J	`jnl`	Two Stage Continuous Domain Regularization for Piecewise Constant Image Restoration. CoRR Jian-Feng Cai, Jae Kyu Choi, Chenchuan Zhou
2021	J	`jnl`	Accelerated Structured Alternating Projections for Robust Spectrally Sparse Signal Recovery. IEEE Trans. Signal Process. HanQin Cai, Jian-Feng Cai, Tianming Wang, Guojian Yin
2021	J	`jnl`	An Automatic Denoising Method for NMR Spectroscopy Based on Low-Rank Hankel Model. IEEE Trans. Instrum. Meas. Tianyu Qiu, Wenjing Liao, Yihui Huang, Jinyu Wu, Di Guo, Dongbao Liu, Xin Wang, Jian-Feng Cai, Bingwen Hu, Xiaobo Qu
2021	J	`jnl`	Fast Cadzow's Algorithm and a Gradient Variant. J. Sci. Comput. Haifeng Wang, Jian-Feng Cai, Tianming Wang, Ke Wei
2021	J	`jnl`	Fast Projected Newton-like Method for Precision Matrix Estimation with Nonnegative Partial Correlations. CoRR Jiaxi Ying, José Vinícius de Miranda Cardoso, Jian-Feng Cai, Daniel P. Palomar
2021	J	`jnl`	Provable Tensor-Train Format Tensor Completion by Riemannian Optimization. CoRR Jian-Feng Cai, Jingyang Li, Dong Xia
2021	J	`jnl`	Sample-Efficient Sparse Phase Retrieval via Stochastic Alternating Minimization. CoRR Jian-Feng Cai, Yuling Jiao, Xiliang Lu, Juntao You
2021	J	`jnl`	Scalable Incremental Nonconvex Optimization Approach for Phase Retrieval. J. Sci. Comput. Ji Li, Jian-Feng Cai, Hongkai Zhao
2021	J	`jnl`	The global landscape of phase retrieval I: perturbed amplitude models. CoRR Jian-Feng Cai, Meng Huang, Dong Li, Yang Wang
2021	J	`jnl`	The global landscape of phase retrieval II: quotient intensity models. CoRR Jian-Feng Cai, Meng Huang, Dong Li, Yang Wang
2020	J	`jnl`	Data Driven Tight Frame for Compressed Sensing MRI Reconstruction via Off-the-Grid Regularization. SIAM J. Imaging Sci. Jian-Feng Cai, Jae Kyu Choi, Ke Wei
2020	A*	`conf`	Image Inpainting Based on Multi-frequency Probabilistic Inference Model. ACM Multimedia Jin Wang, Chen Wang, Qingming Huang, Yunhui Shi, Jian-Feng Cai, Qing Zhu, Baocai Yin
2020	J	`jnl`	Image Restoration: Structured Low Rank Matrix Framework for Piecewise Smooth Functions and Beyond. CoRR Jian-Feng Cai, Jae Kyu Choi, Jingyang Li, Ke Wei
2020	J	`jnl`	Multi-Direction Dictionary Learning Based Depth Map Super-Resolution With Autoregressive Modeling. IEEE Trans. Multim. Jin Wang, Wei Xu, Jian-Feng Cai, Qing Zhu, Yunhui Shi, Baocai Yin
2020	J	`jnl`	Provable Near-Optimal Low-Multilinear-Rank Tensor Recovery. CoRR Jian-Feng Cai, Lizhang Miao, Yang Wang, Yin Xian
2020	J	`jnl`	Sparse Signal Recovery From Phaseless Measurements via Hard Thresholding Pursuit. CoRR Jian-Feng Cai, Jingzhi Li, Xiliang Lu, Juntao You
2020	J	`jnl`	Toward the Optimal Construction of a Loss Function Without Spurious Local Minima for Solving Quadratic Equations. IEEE Trans. Inf. Theory Zhenzhen Li, Jian-Feng Cai, Ke Wei
2019	J	`jnl`	Accelerated Alternating Projections for Robust Principal Component Analysis. J. Mach. Learn. Res. HanQin Cai, Jian-Feng Cai, Ke Wei
2019	—	`conf`	Data-driven Method for 3D Axis-symmetric Object Reconstruction from Single Cone-beam Projection Data. ISICDM Shousheng Luo, Ruyue Meng, Suhua Wei, Jian-Feng Cai, Xue-Cheng Tai, Yang Wang
2019	J	`jnl`	Data-driven Method for 3D Axis-symmetric Object Reconstruction from Single Cone-beam Projection Data. CoRR Shousheng Luo, Ruyue Meng, Suhua Wei, Jian-Feng Cai, Xue-Cheng Tai, Yang Wang
2019	J	`jnl`	Fast Cadzow's Algorithm and a Gradient Variant. CoRR Haifeng Wang, Jian-Feng Cai, Tianming Wang, Ke Wei
2019	J	`jnl`	Fast Rank-One Alternating Minimization Algorithm for Phase Retrieval. J. Sci. Comput. Jian-Feng Cai, Haixia Liu, Yang Wang
2019	A*	`conf`	Fast Single Image Reflection Suppression via Convex Optimization. CVPR Yang Yang, Wenye Ma, Yin Zheng, Jian-Feng Cai, Weiyu Xu
2019	J	`jnl`	Fast Single Image Reflection Suppression via Convex Optimization. CoRR Yang Yang, Wenye Ma, Yin Zheng, Jian-Feng Cai, Weiyu Xu
2019	J	`jnl`	Fast and Robust Spectrally Sparse Signal Recovery: A Provable Non-Convex Approach via Robust Low-Rank Hankel Matrix Reconstruction. CoRR HanQin Cai, Jian-Feng Cai, Tianming Wang, Guojian Yin
2019	J	`jnl`	Off-the-Grid Compressed Sensing MRI Reconstruction via Data Driven Tight Frame Regularization. CoRR Jian-Feng Cai, Jae Kyu Choi, Ke Wei
2018	—	`conf`	Data-Driven Tight Frame for CRYO-EM Image Denoising and Conformational Classification. GlobalSIP Yin Xian, Hanlin Gu, Wei Wang, Xuhui Huang, Yuan Yao, Yang Wang, Jian-Feng Cai
2018	J	`jnl`	Enhanced Expressive Power and Fast Training of Neural Networks by Random Projections. CoRR Jian-Feng Cai, Dong Li, Jiaze Sun, Ke Wang
2018	J	`jnl`	Exploiting the structure effectively and efficiently in low rank matrix recovery. CoRR Jian-Feng Cai, Ke Wei
2018	B	`conf`	Sep]ration-Free Super-Resolution from Compressed Measurements is Possible: an Orthonormal Atomic Norm Minimization Approach. ISIT Weiyu Xu, Jirong Yi, Soura Dasgupta, Jian-Feng Cai, Mathews Jacob, Myung Cho
2018	J	`jnl`	Spectral Compressed Sensing via Projected Gradient Descent. SIAM J. Optim. Jian-Feng Cai, Tianming Wang, Ke Wei
2018	J	`jnl`	Towards the optimal construction of a loss function without spurious local minima for solving quadratic equations. CoRR Zhenzhen Li, Jian-Feng Cai, Ke Wei
2018	J	`jnl`	Vandermonde Factorization of Hankel Matrix for Complex Exponential Signal Recovery - Application in Fast NMR Spectroscopy. IEEE Trans. Signal Process. Jiaxi Ying, Jian-Feng Cai, Di Guo, Gongguo Tang, Zhong Chen, Xiaobo Qu
2017	J	`jnl`	Accelerated Alternating Projections for Robust Principal Component Analysis. CoRR HanQin Cai, Jian-Feng Cai, Ke Wei
2017	—	`conf`	Accelerated magnetic resonance spectroscopy with Vandermonde factorization. EMBC Xiaobo Qu, Jiaxi Ying, Jian-Feng Cai, Zhong Chen
2017	J	`jnl`	Hankel Matrix Nuclear Norm Regularized Tensor Completion for N-dimensional Exponential Signals. IEEE Trans. Signal Process. Jiaxi Ying, Hengfa Lu, Qingtao Wei, Jian-Feng Cai, Di Guo, Jihui Wu, Zhong Chen, Xiaobo Qu
2017	Misc	`conf`	Large scale 2D spectral compressed sensing in continuous domain. ICASSP Jian-Feng Cai, Weiyu Xu, Yang Yang
2017	J	`jnl`	Separation-Free Super-Resolution from Compressed Measurements is Possible: an Orthonormal Atomic Norm Minimization Approach. CoRR Weiyu Xu, Jirong Yi, Soura Dasgupta, Jian-Feng Cai, Mathews Jacob, Myung Cho
2016	J	`jnl`	Fast Multiclass Dictionaries Learning With Geometrical Directions in MRI Reconstruction. IEEE Trans. Biomed. Eng. Zhifang Zhan, Jian-Feng Cai, Di Guo, Yunsong Liu, Zhong Chen, Xiaobo Qu
2016	Misc	`conf`	Fast alternating projected gradient descent algorithms for recovering spectrally sparse signals. ICASSP Myung Cho, Jian-Feng Cai, Suhui Liu, Yonina C. Eldar, Weiyu Xu
2016	J	`jnl`	Fast and Provable Algorithms for Spectrally Sparse Signal Reconstruction via Low-Rank Hankel Matrix Completion. CoRR Jian-Feng Cai, Tianming Wang, Ke Wei
2016	J	`jnl`	Guarantees of Riemannian Optimization for Low Rank Matrix Recovery. SIAM J. Matrix Anal. Appl. Ke Wei, Jian-Feng Cai, Tony F. Chan, Shingyu Leung
2016	J	`jnl`	Hankel Matrix Nuclear Norm Regularized Tensor Completion for N-dimensional Exponential Signals. CoRR Jiaxi Ying, Hengfa Lu, Qingtao Wei, Jian-Feng Cai, Di Guo, Jihui Wu, Zhong Chen, Xiaobo Qu
2016	Misc	`conf`	Precise phase transition of total variation minimization. ICASSP Bingwen Zhang, Weiyu Xu, Jian-Feng Cai, Lifeng Lai
2016	J	`jnl`	Projected Iterative Soft-Thresholding Algorithm for Tight Frames in Compressed Sensing Magnetic Resonance Imaging. IEEE Trans. Medical Imaging Yunsong Liu, Zhifang Zhan, Jian-Feng Cai, Di Guo, Zhong Chen, Xiaobo Qu
2015	J	`jnl`	A Simple and Fast Iterative Soft-thresholding Algorithm for Tight Frames in Compressed Sensing Magnetic Resonance Imaging. CoRR Yunsong Liu, Zhifang Zhan, Jian-Feng Cai, Di Guo, Zhong Chen, Xiaobo Qu
2015	J	`jnl`	Block Iterative Reweighted Algorithms for Super-Resolution of Spectrally Sparse Signals. CoRR Myung Cho, Kumar Vijay Mishra, Jian-Feng Cai, Weiyu Xu
2015	J	`jnl`	Block Iterative Reweighted Algorithms for Super-Resolution of Spectrally Sparse Signals. IEEE Signal Process. Lett. Myung Cho, Kumar Vijay Mishra, Jian-Feng Cai, Weiyu Xu
2015	J	`jnl`	Fast Multi-class Dictionaries Learning with Geometrical Directions in MRI Reconstruction. CoRR Zhifang Zhan, Jian-Feng Cai, Di Guo, Yunsong Liu, Zhong Chen, Xiaobo Qu
2015	J	`jnl`	Precise Phase Transition of Total Variation Minimization. CoRR Bingwen Zhang, Weiyu Xu, Jian-Feng Cai, Lifeng Lai
2015	J	`jnl`	Projected Wirtinger Gradient Descent for Low-Rank Hankel Matrix Completion in Spectral Compressed Sensing. CoRR Jian-Feng Cai, Suhui Liu, Weiyu Xu
2015	J	`jnl`	Robust recovery of complex exponential signals from random Gaussian projections via low rank Hankel matrix reconstruction. CoRR Jian-Feng Cai, Xiaobo Qu, Weiyu Xu, Gui-Bo Ye
2014	J	`jnl`	Cine Cone Beam CT Reconstruction Using Low-Rank Matrix Factorization: Algorithm and a Proof-of-Principle Study. IEEE Trans. Medical Imaging Jian-Feng Cai, Xun Jia, Hao Gao, Steve B. Jiang, Zuowei Shen, Hongkai Zhao
2014	B	`conf`	Incoherent dictionary learning for sparse representation based image denoising. ICIP Jin Wang, Jian-Feng Cai, Yunhui Shi, Baocai Yin
2014	Misc	`conf`	Precise semidefinite programming formulation of atomic norm minimization for recovering d-dimensional (D ≥ 2) off-the-grid frequencies. ITA Weiyu Xu, Jian-Feng Cai, Kumar Vijay Mishra, Myung Cho, Anton Kruger
2013	A*	`conf`	Fast Sparsity-Based Orthogonal Dictionary Learning for Image Restoration. ICCV Chenglong Bao, Jian-Feng Cai, Hui Ji
2013	J	`jnl`	Guarantees of Total Variation Minimization for Signal Recovery CoRR Jian-Feng Cai, Weiyu Xu
2013	—	`conf`	Guarantees of total variation minimization for signal recovery. Allerton Jian-Feng Cai, Weiyu Xu
2013	J	`jnl`	Precise Semidefinite Programming Formulation of Atomic Norm Minimization for Recovering d-Dimensional ($d\geq 2$) Off-the-Grid Frequencies. CoRR Weiyu Xu, Jian-Feng Cai, Kumar Vijay Mishra, Myung Cho, Anton Kruger
2013	J	`jnl`	Sparse Error Correction From Nonlinear Measurements With Applications in Bad Data Detection for Power Networks. IEEE Trans. Signal Process. Weiyu Xu, Meng Wang, Jian-Feng Cai, Ao Tang
2012	J	`jnl`	Framelet-Based Blind Motion Deblurring From a Single Image. IEEE Trans. Image Process. Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen
2011	J	`jnl`	Multigrid algorithm from cyclic reduction for Markovian queueing networks. Appl. Math. Comput. Shu-Ling Yang, Jian-Feng Cai, Hai-Wei Sun
2011	J	`jnl`	Strongly Convex Programming for Exact Matrix Completion and Robust Principal Component Analysis CoRR Hui Zhang, Jian-Feng Cai, Lizhi Cheng, Jubo Zhu
2010	J	`jnl`	A Singular Value Thresholding Algorithm for Matrix Completion. SIAM J. Optim. Jian-Feng Cai, Emmanuel J. Candès, Zuowei Shen
2010	J	`jnl`	Fast Two-Phase Image Deblurring Under Impulse Noise. J. Math. Imaging Vis. Jian-Feng Cai, Raymond H. Chan, Mila Nikolova
2010	J	`jnl`	Split Bregman Method for Sparse Inverse Covariance Estimation with Matrix Iteration Acceleration CoRR Gui-Bo Ye, Jian-Feng Cai, Xiaohui Xie
2009	A*	`conf`	Blind motion deblurring from a single image using sparse approximation. CVPR Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen
2009	J	`jnl`	Blind motion deblurring using multiple images. J. Comput. Phys. Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen
2009	J	`jnl`	Convergence analysis of tight framelet approach for missing data recovery. Adv. Comput. Math. Jian-Feng Cai, Raymond H. Chan, Lixin Shen, Zuowei Shen
2009	J	`jnl`	Convergence of the linearized Bregman iteration for ℓ Math. Comput. Jian-Feng Cai, Stanley J. Osher, Zuowei Shen
2009	A*	`conf`	High-quality curvelet-based motion deblurring from an image pair. CVPR Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen
2009	J	`jnl`	Linearized Bregman Iterations for Frame-Based Image Deblurring. SIAM J. Imaging Sci. Jian-Feng Cai, Stanley J. Osher, Zuowei Shen
2009	J	`jnl`	Linearized Bregman iterations for compressed sensing. Math. Comput. Jian-Feng Cai, Stanley J. Osher, Zuowei Shen
2009	J	`jnl`	Simultaneously inpainting in image and transformed domains. Numerische Mathematik Jian-Feng Cai, Raymond H. Chan, Lixin Shen, Zuowei Shen
2009	J	`jnl`	Split Bregman Methods and Frame Based Image Restoration. Multiscale Model. Simul. Jian-Feng Cai, Stanley J. Osher, Zuowei Shen
2008	J	`jnl`	Restoration of Chopped and Nodded Images by Framelets. SIAM J. Sci. Comput. Jian-Feng Cai, Raymond H. Chan, Lixin Shen, Zuowei Shen
2007	J	`jnl`	Minimization of a Detail-Preserving Regularization Functional for Impulse Noise Removal. J. Math. Imaging Vis. Jian-Feng Cai, Raymond H. Chan, Carmine Di Fiore