Yuexiang
People also call him Simon.
Zhai

Email: ysz at berkeley dot edu
Google Scholar


Bio

Yuexiang Zhai is a PhD student in the EECS department at UC Berkeley advised by Prof. Yi Ma.


Publications

Journals & Preprints

Analysis of the Optimization Landscapes for Overcomplete Representation Learning
Qing Qu, Yuexiang Zhai, Xiao Li, Yuqian Zhang, Zhihui Zhu
[arxiv]

Complete Dictionary Learning via L4-Norm Maximization over the Orthogonal Group
Yuexiang Zhai, Zitong Yang, Zhenyu Liao, John Wright, Yi Ma
Journal of Machine Learning Research (JMLR)
[link] [arxiv]

Conferences & Workshops

Geometric Analysis of Nonconvex Optimization Landscapes for Overcomplete Learning
Qing Qu, Yuexiang Zhai, Xiao Li, Yuqian Zhang, Zhihui Zhu
International Conference on Learning Representations (ICLR), 2020 (Oral, 1.9% acceptance rate)
[link]

Understanding l4-based Dictionary Learning: Interpretation, Stability, and Robustness
Yuexiang Zhai, Hermish Mehta, Zhengyuan Zhou, Yi Ma
International Conference on Learning Representations (ICLR), 2020
[link]

A Fast Holistic Algorithmfor Complete Dictionary Learning via L4 Norm Maximization
Yuexiang Zhai, Zitong Yang, Zhenyu Liao, John Wright, Yi Ma
Signal Processing with Adaptive Sparse Structured Representations (SPARS), 2019 (Best Student Paper Finalist)
[link]

Learning to Reconstruct 3D Manhattan Wireframes from a Single Image
Yichao Zhou, Haozhi Qi, Yuexiang Zhai, Qi Sun, Zhili Chen, Li-Yi Wei, Yi Ma
International Conference on Computer Vision (ICCV), 2019 (Oral, 4.3% acceptance rate)
[arxiv]


Acknowledgement

Thanks Haozhi Qi for sharing this html template.