| 2025 | ICML | Fast and Provable Algorithms for Sparse PCA with Improved Sample Complexity. | Jian-Feng Cai, Zhuozhi Xian, Jiaxi Ying |
| 2025 | ICML | Preconditioned Riemannian Gradient Descent Algorithm for Low-Multilinear-Rank Tensor Completion. | Yuanwei Zhang, Fengmiao Bian, Xiaoqun Zhang, Jian-Feng Cai |
| 2025 | UAI | Fast Non-convex Matrix Sensing with Optimal Sample Complexity. | Jian-Feng Cai, Tong Wu, Ruizhe Xia |
| 2024 | AISTATS | RL in Markov Games with Independent Function Approximation: Improved Sample Complexity Bound under the Local Access Model. | Junyi Fan, Yuxuan Han, Jialin Zeng, Jian-Feng Cai, Yang Wang, Yang Xiang, Jiheng Zhang |
| 2024 | ICLR | A Fast and Provable Algorithm for Sparse Phase Retrieval. | Jian-Feng Cai, Yu Long, Ruixue Wen, Jiaxi Ying |
| 2024 | ICML | On the Convergence of Projected Bures-Wasserstein Gradient Descent under Euclidean Strong Convexity. | Junyi Fan, Yuxuan Han, Zijian Liu, Jian-Feng Cai, Yang Wang, Zhengyuan Zhou |
| 2023 | ICASSP | Spectral Super-Resolution on the Unit Circle Via Gradient Descent. | Xunmeng Wu, Zai Yang, Jian-Feng Cai, Zongben Xu |
| 2019 | CVPR | Fast Single Image Reflection Suppression via Convex Optimization. | Yang Yang, Wenye Ma, Yin Zheng, Jian-Feng Cai, Weiyu Xu |
| 2018 | ISIT | Sep]ration-Free Super-Resolution from Compressed Measurements is Possible: an Orthonormal Atomic Norm Minimization Approach. | Weiyu Xu, Jirong Yi, Soura Dasgupta, Jian-Feng Cai, Mathews Jacob, Myung Cho |
| 2017 | ICASSP | Large scale 2D spectral compressed sensing in continuous domain. | Jian-Feng Cai, Weiyu Xu, Yang Yang |
| 2016 | ICASSP | Fast alternating projected gradient descent algorithms for recovering spectrally sparse signals. | Myung Cho, Jian-Feng Cai, Suhui Liu, Yonina C. Eldar, Weiyu Xu |
| 2016 | ICASSP | Precise phase transition of total variation minimization. | Bingwen Zhang, Weiyu Xu, Jian-Feng Cai, Lifeng Lai |
| 2014 | ICIP | Incoherent dictionary learning for sparse representation based image denoising. | Jin Wang, Jian-Feng Cai, Yunhui Shi, Baocai Yin |
| 2014 | ITA | Precise semidefinite programming formulation of atomic norm minimization for recovering d-dimensional (D ≥ 2) off-the-grid frequencies. | Weiyu Xu, Jian-Feng Cai, Kumar Vijay Mishra, Myung Cho, Anton Kruger |
| 2013 | ICCV | Fast Sparsity-Based Orthogonal Dictionary Learning for Image Restoration. | Chenglong Bao, Jian-Feng Cai, Hui Ji |
| 2009 | CVPR | Blind motion deblurring from a single image using sparse approximation. | Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen |
| 2009 | CVPR | High-quality curvelet-based motion deblurring from an image pair. | Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen |