MARS: Systematic Multi-Level Acceleration for World Action Models
Zengyuan Zuo*, Yongchang Zhang*, Guangyu Zhao, Tianze Zhang, Biao Wu, Meng Fang, Yiwu Zhong
* Equal contribution.
Under review at ICLR 2027.
Zengyuan Zuo
M.Eng. Student
Harbin Institute of Technology
Harbin, China
About me
I am currently pursuing an M.Eng. degree in the Faculty of Computing at Harbin Institute of Technology (HIT), advised by Prof. Junjun Jiang. I received my B.E. degree from HIT in 2024.
My research interests include embodied AI and low-level vision.
Please feel free to contact me if you are interested in my research.
News
- [2025-8] One paper is accepted by TPAMI.
Selected Publications
UDPNet: Unleashing Depth-based Priors for Robust Image Dehazing
Zengyuan Zuo, Junjun Jiang, Gang Wu, Xianming Liu
arXiv preprint, 2026. Under review at IEEE TIP.
A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future Trends
Junjun Jiang, Zengyuan Zuo, Gang Wu, Kui Jiang, Xianming Liu
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025.
A high-dimensional spatial-physical coupling operator for generalizable super-resolution of three-dimensional turbulent flows
Zengyuan Zuo, Junjun Jiang, Fei Mu, Xubo Wang, Xianming Liu
Under review at Physics of Fluids.
Experience
PKU
Research Intern with Yiwu Zhong
– Present
Professional Activities
- Journal Reviewer: Pattern Recognition, IEEE Transactions on Circuits and Systems for Video Technology, and Information Fusion.