Xiao Li

Publication Activity (10 Years)

Years Active: 2017-2023
Publications (10 Years): 18

Top Topics

Nonnegative Matrix

Convex Optimization

Low Rank Matrix Recovery

Convergence Analysis

Top Venues

SIAM J. Imaging Sci.

Publications

Xiao Li, Zhihui Zhu, Qiuwei Li, Kai Liu
A Provable Splitting Approach for Symmetric Nonnegative Matrix Factorization. IEEE Trans. Knowl. Data Eng. 35 (3) (2023)
Xiao Li, Shixiang Chen, Zengde Deng, Qing Qu, Zhihui Zhu, Anthony Man-Cho So
Weakly Convex Optimization over Stiefel Manifold Using Riemannian Subgradient-Type Methods. SIAM J. Optim. 31 (3) (2021)
Xiao Li, Zhihui Zhu, Anthony Man-Cho So, René Vidal
Nonconvex Robust Low-Rank Matrix Recovery. SIAM J. Optim. 30 (1) (2020)
Qing Qu, Zhihui Zhu, Xiao Li, Manolis C. Tsakiris, John Wright, René Vidal
Finding the Sparsest Vectors in a Subspace: Theory, Algorithms, and Applications. CoRR (2020)
Qing Qu, Yuexiang Zhai, Xiao Li, Yuqian Zhang, Zhihui Zhu
Geometric Analysis of Nonconvex Optimization Landscapes for Overcomplete Learning. ICLR (2020)
Qing Qu, Xiao Li, Zhihui Zhu
Exact Recovery of Multichannel Sparse Blind Deconvolution via Gradient Descent. SIAM J. Imaging Sci. 13 (3) (2020)
Xiao Li, Shixiang Chen, Zengde Deng, Qing Qu, Zhihui Zhu, Anthony Man-Cho So
Nonsmooth Optimization over Stiefel Manifold: Riemannian Subgradient Methods. CoRR (2019)
Qing Qu, Xiao Li, Zhihui Zhu
A Nonconvex Approach for Exact and Efficient Multichannel Sparse Blind Deconvolution. CoRR (2019)
Qing Qu, Xiao Li, Zhihui Zhu
A Nonconvex Approach for Exact and Efficient Multichannel Sparse Blind Deconvolution. NeurIPS (2019)
Tao Hong, Xiao Li, Zhihui Zhu, Qiuwei Li
Optimized structured sparse sensing matrices for compressive sensing. Signal Process. 159 (2019)
Qing Qu, Xiao Li, Zhihui Zhu
Exact and Efficient Multi-Channel Sparse Blind Deconvolution - A Nonconvex Approach. ACSSC (2019)
Xiao Li, Zhihui Zhu, Anthony Man-Cho So, Jason D. Lee
Incremental Methods for Weakly Convex Optimization. CoRR (2019)
Qing Qu, Yuexiang Zhai, Xiao Li, Yuqian Zhang, Zhihui Zhu
Analysis of the Optimization Landscapes for Overcomplete Representation Learning. CoRR (2019)
Xiao Li, Zhihui Zhu, Anthony Man-Cho So, René Vidal
Nonconvex Robust Low-rank Matrix Recovery. CoRR (2018)
Zhihui Zhu, Xiao Li, Kai Liu, Qiuwei Li
Dropping Symmetry for Fast Symmetric Nonnegative Matrix Factorization. NeurIPS (2018)
Zhihui Zhu, Xiao Li
Convergence Analysis of Alternating Nonconvex Projections. CoRR (2018)
Zhihui Zhu, Xiao Li, Kai Liu, Qiuwei Li
Dropping Symmetry for Fast Symmetric Nonnegative Matrix Factorization. CoRR (2018)
Tao Hong, Xiao Li, Zhihui Zhu, Qiuwei Li
Optimized Sparse Projections for Compressive Sensing. CoRR (2017)