About

My current research focuses on embodied AI, especially vision-language-action models and robot policies that can transfer across tasks, environments, and embodiments.

I am working with Prof. Zongqing Lu at BeingBeyond. I am broadly excited by scalable data, action representations, and evaluation methods for real-world robot learning.

Embodied AI Vision-Language-Action Models Robot Learning

News

Updated Jun 2026

  1. BeTTER was accepted to ECCV 2026.
  2. Being-H0.7 was released as a latent world-action model from egocentric videos.
  3. Joint-Aligned Latent Action was accepted to CVPR 2026.

Publications

Sorted by arXiv release date. * Equal contribution, † Corresponding author.

Being-H0.7 teaser figure
May 2026

Being-H0.7: A Latent World-Action Model from Egocentric Videos

Hao Luo*, Wanpeng Zhang*, Yicheng Feng*, Sipeng Zheng*, Haiweng Xu, Chaoyi Xu, Ziheng Xi, Yuhui Fu, Zongqing Lu†.

arXiv, May 2026

Posterior-transition reweighting framework figure
Mar 2026

Conservative Offline Robot Policy Learning via Posterior-Transition Reweighting

Wanpeng Zhang, Hao Luo, Sipeng Zheng, Yicheng Feng, Haiweng Xu, Ziheng Xi, Chaoyi Xu, Haoqi Yuan, Zongqing Lu†.

arXiv, Mar 2026

Joint-Aligned Latent Action teaser figure
CVPR 2026 Feb 2026

Joint-Aligned Latent Action: Towards Scalable VLA Pretraining in the Wild

Hao Luo, Ye Wang, Wanpeng Zhang, Haoqi Yuan, Yicheng Feng, Haiweng Xu, Sipeng Zheng, Zongqing Lu†.

CVPR 2026 / arXiv, Feb 2026

Rethinking VLA scaling teaser figure
Feb 2026

Rethinking Visual-Language-Action Model Scaling: Alignment, Mixture, and Regularization

Ye Wang*, Sipeng Zheng*, Hao Luo*, Wanpeng Zhang*, Haoqi Yuan, Chaoyi Xu, Haiweng Xu, Yicheng Feng, Mingyang Yu, Zhiyu Kang, Zongqing Lu, Qin Jin†.

arXiv, Feb 2026

Being-H0.5 overview figure
Jan 2026

Being-H0.5: Scaling Human-Centric Robot Learning for Cross-Embodiment Generalization

Hao Luo*, Ye Wang*, Wanpeng Zhang*, Sipeng Zheng*, Ziheng Xi, Chaoyi Xu, Haiweng Xu, Haoqi Yuan, Chi Zhang, Yiqing Wang, Yicheng Feng, Zongqing Lu†.

arXiv, Jan 2026

Experience

Undergraduate Research Project, BeingBeyond

Advisor: Prof. Zongqing Lu

Education

Peking University

Undergraduate Student, School of Electronics Engineering and Computer Science

Honors

  1. Third Scholarship, Peking University
  2. Exceptional Award for Academic Innovation, Peking University
  3. Third Scholarship, Peking University

Notes

I maintain course notes and reading notes as a lightweight knowledge base. Open course notes.