Mi Yan | 严汨

I am a third-year PhD student in Peking University, advised by Prof. He Wang. Previously, I received my Bachelor degree from Turing Class, Peking University in 2023.

I mainly focus on the generalization problem in Embodied AI, specifically looking for ways to scale Embodied Foundation Models across diverse tasks, embodiments, scenes, objects, and cameras. This follows my previous research into generalization issues within the field of 3D Vision.

Email  /  Github /  Google Scholar / 

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Research
Embodied Foundation Model
GraspVLA: a Grasping Foundation Model Pre-trained on Billion-scale Synthetic Action Data
Shengliang Deng*, Mi Yan*, Songlin Wei, Haixin Ma, Yuxin Yang, Jiayi Chen, Zhiqi Zhang, Taoyu Yang, Xuheng Zhang, Wenhao Zhang, Heming Cui, Zhizheng Zhang, He Wang
arXiv, 2025
[Arxiv] [Project page] GitHub stars

StereoVLA: Enhancing Vision-Language-Action Models with Stereo Vision
Shengliang Deng*, Mi Yan*, Yixin Zheng*, Jiayi Su, Wenhao Zheng, Xiaoguang Zhao, Heming Cui, Zhizheng Zhang He Wang
arXiv, 2025
[Arxiv] [Project page] GitHub stars

LDA-1B: Scaling Latent Dynamics Action Model via Universal Embodied Data Ingestion
Jiangran Lyu*, Kai Liu*, Xuheng Zhang*, Haoran Liao, Yusen Feng, Wenxuan Zhu, Tingrui Shen, Jiayi Chen, Jiazhao Zhang, Yifei Dong, Wenbo Cui, Senmao Qi, Shuo Wang, Yixin Zheng, Mi Yan, Xuesong Shi, Haoran Li, Dongbin Zhao, Ming-Yu Liu, Zhizheng Zhang, Li Yi, Yizhou Wang, He Wang
arXiv, 2026
[Arxiv] [Project page] GitHub stars

Any3D-VLA: Enhancing VLA Robustness via Diverse Point Clouds
Xianzhe Fan, Shengliang Deng, Xiaoyang Wu, Yuxiang Lu, Zhuoling Li, Mi Yan, Yujia Zhang, Zhizheng Zhang, He Wang
arXiv, 2026
[Arxiv] [Project page] GitHub stars

Adaptive Zone-aware Hierarchical Planner for Vision-Language Navigation
Chen Gao, Xingyu Peng, Mi Yan, He Wang, Lirong Yang, Haibing Ren, Hongsheng Li, Si Liu
CVPR 2023
[Paper] GitHub stars

3D Vision (3DV)
MaskClustering: View Consensus based Mask Graph Clustering for Open-Vocabulary 3D Instance Segmentation
Mi Yan, Jiazhao Zhang, Yan Zhu, He Wang
CVPR 2024
[Arxiv] [Project page] GitHub stars

Tracking and Reconstructing Hand Object Interactions from Point Cloud Sequences in the Wild
Jiayi Chen*, Mi Yan*, Jiazhao Zhang, Yinzhen Xu, Xiaolong Li, Yijia Weng, Li Yi, Shuran Song, He Wang
AAAI 2023 (Oral Presentation)
[Arxiv] [Project page] GitHub stars

Domain Adaptation on Point Clouds via Geometry-Aware Implicit
Yuefan Shen, Yanchao Yang, Mi Yan, He Wang, YouYi Zheng, Leonidas Guibas
CVPR, 2022
[Paper] GitHub stars
Experience
Peking University, China
2023.09 - Now
PhD Student
Research Advisor: Prof. He Wang
Peking University, China
2019.09 - 2023.06
Undergraduate Student
Research Advisor: Prof. He Wang
Academic Services

  • Invited talk at Microsoft Research Asia & SenseTime
  • TA of course Introduction to computer vision 2023 & 2024
  • CoRL, NeurIPS, CVPR, AAAI Reviewer
  • Awards

  • 2023: Peking University Presidential Scholarship (around 3 awardees a year)
  • 2023: Peking University Outstanding Graduates (Top 5%)
  • 2022: SenseTime Scholarship (around 30 awardees a year)
  • 2022: Peking University Triple-A student
  • 2021: Peking University Research Excellence Award
  • 2020: Google Women Techmaker Scholarship (around 30 awardees a year)
  • 2020: Peking University Triple-A student
  • 2019: Top ten leading student in Hangzhou Xuejun High school
  • 2017 & 2018: First prize in National Mathematical Olympiad, Zhejiang Province

  • Template stolen from Jon Barron.
    Last updated: Mar. 25, 2026