| 2021 | ICCV | Transforms based Tensor Robust PCA: Corrupted Low-Rank Tensors Recovery via Convex Optimization. | Canyi Lu |
| 2019 | CVPR | Low-Rank Tensor Completion With a New Tensor Nuclear Norm Induced by Invertible Linear Transforms. | Canyi Lu, Xi Peng, Yunchao Wei |
| 2018 | AAAI | Nonconvex Sparse Spectral Clustering by Alternating Direction Method of Multipliers and Its Convergence Analysis. | Canyi Lu, Jiashi Feng, Zhouchen Lin, Shuicheng Yan |
| 2018 | IJCAI | Exact Low Tubal Rank Tensor Recovery from Gaussian Measurements. | Canyi Lu, Jiashi Feng, Zhouchen Lin, Shuicheng Yan |
| 2016 | AAAI | Fast Proximal Linearized Alternating Direction Method of Multiplier with Parallel Splitting. | Canyi Lu, Huan Li, Zhouchen Lin, Shuicheng Yan |
| 2016 | CVPR | Tensor Robust Principal Component Analysis: Exact Recovery of Corrupted Low-Rank Tensors via Convex Optimization. | Canyi Lu, Jiashi Feng, Yudong Chen, Wei Liu, Zhouchen Lin, Shuicheng Yan |
| 2015 | AAAI | Generalized Singular Value Thresholding. | Canyi Lu, Changbo Zhu, Chunyan Xu, Shuicheng Yan, Zhouchen Lin |
| 2014 | AAAI | Proximal Iteratively Reweighted Algorithm with Multiple Splitting for Nonconvex Sparsity Optimization. | Canyi Lu, Yunchao Wei, Zhouchen Lin, Shuicheng Yan |
| 2014 | CVPR | Generalized Nonconvex Nonsmooth Low-Rank Minimization. | Canyi Lu, Jinhui Tang, Shuicheng Yan, Zhouchen Lin |
| 2014 | ECCV | Efficient k-Support Matrix Pursuit. | Hanjiang Lai, Yan Pan, Canyi Lu, Yong Tang, Shuicheng Yan |