| Accelerated Alternating Projections for Robust Principal Component Analysis HQ Cai, JF Cai, K Wei Journal of Machine Learning Research 20 (1), 685-717, 2019 | 57 | 2019 |
| Robust CUR decomposition: Theory and imaging applications HQ Cai, K Hamm, L Huang, D Needell SIAM Journal on Imaging Sciences 14 (4), 1472-1503, 2021 | 33 | 2021 |
| Rapid robust principal component analysis: CUR accelerated inexact low rank estimation HQ Cai, K Hamm, L Huang, J Li, T Wang IEEE Signal Processing Letters 28, 116-120, 2020 | 31 | 2020 |
| Zeroth-order regularized optimization (ZORO): Approximately sparse gradients and adaptive sampling HQ Cai, D Mckenzie, W Yin, Z Zhang SIAM Journal on Optimization 32 (2), 687-714, 2022 | 26 | 2022 |
| A Zeroth-Order Block Coordinate Descent Algorithm for Huge-Scale Black-Box Optimization HQ Cai, Y Lou, D McKenzie, W Yin International Conference on Machine Learning 139, 1193-1203, 2021 | 24 | 2021 |
| Learned robust PCA: A scalable deep unfolding approach for high-dimensional outlier detection HQ Cai, J Liu, W Yin Advances in Neural Information Processing Systems 34, 16977-16989, 2021 | 23 | 2021 |
| Accelerated Structured Alternating Projections for Robust Spectrally Sparse Signal Recovery HQ Cai, JF Cai, T Wang, G Yin IEEE Transactions on Signal Processing 69, 809-821, 2021 | 21* | 2021 |
| Mode-wise Tensor Decompositions: Multi-dimensional Generalizations of CUR Decompositions HQ Cai, K Hamm, L Huang, D Needell Journal of Machine Learning Research 22 (185), 1-36, 2021 | 18 | 2021 |
| Fast Robust Tensor Principal Component Analysis via Fiber CUR Decomposition HQ Cai, Z Chao, L Huang, D Needell Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021 | 16 | 2021 |
| A one-bit, comparison-based gradient estimator HQ Cai, D McKenzie, W Yin, Z Zhang Applied and Computational Harmonic Analysis 60, 242-266, 2022 | 10 | 2022 |
| Curvature-aware derivative-free optimization B Kim, HQ Cai, D McKenzie, W Yin arXiv preprint arXiv:2109.13391, 2021 | 6 | 2021 |
| Structured gradient descent for fast robust low-rank Hankel matrix completion HQ Cai, JF Cai, J You SIAM Journal on Scientific Computing 45 (3), A1172-A1198, 2023 | 4 | 2023 |
| Riemannian CUR Decompositions for Robust Principal Component Analysis K Hamm, M Meskini, HQ Cai International Conference on Machine Learning Workshops 196, 152-160, 2022 | 4 | 2022 |
| Matrix completion with cross-concentrated sampling: Bridging uniform sampling and CUR sampling HQ Cai, L Huang, P Li, D Needell IEEE Transactions on Pattern Analysis and Machine Intelligence 45 (8), 10100 …, 2023 | 3 | 2023 |
| Accelerating Truncated Singular-Value Decomposition: A Fast and Provable Method for Robust Principal Component Analysis HQ Cai The University of Iowa, 2018 | 3 | 2018 |
| Towards Constituting Mathematical Structures for Learning to Optimize J Liu, X Chen, Z Wang, W Yin, HQ Cai International Conference on Machine Learning 202, 21426-21449, 2023 | | 2023 |
| Non-convex approaches for low-rank tensor completion under tubal sampling Z Tan, L Huang, HQ Cai, Y Lou IEEE International Conference on Acoustics, Speech and Signal Processing …, 2023 | | 2023 |
| Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor Recovery with Sparse Corruption HQ Cai, Z Chao, L Huang, D Needell SIAM Journal on Imaging Sciences, to appear, 2023 | | 2023 |
| SKTformer: A Skeleton Transformer for Long Sequence Data T Zhou, J Zhu, J Liu, K Yuan, T Yao, W Yin, R Jin, HQ Cai | | 2022 |
| Accelerated structured alternating projections for robust spectrally sparse signal recovery HQ Cai, JF Cai, T Wang, G Yin IEEE Transactions on Signal Processing 69, 809-821, 2021 | | 2021 |
Wotao YinDAMO Academy, Alibaba Group USVerified email at alibaba-inc.com
