Yu Guan (管羽)

Undergraduate · Tsinghua EE · Class of 2027

I am an undergraduate student in the Department of Electronic Engineering, Tsinghua University, expected to graduate in 2027.

I am currently a research intern at Galbot, working with Prof. Li Yi (弋力). My recent interests include Humanoid Tracking, Humanoid-VLA, and World Action Models.

Yu Guan (管羽)

News

  • 2026-05One first-authored paper LIMMT accepted to ICML 2026.
  • 2026-04One co-authored paper HumanTracker submitted to ECCV 2026.
  • 2026-02One co-authored paper Humanoid-GPT accepted to CVPR 2026.
  • 2025-09Joined Galbot & Tsinghua IIIS as an Undergraduate Research Assistant.
  • 2025-07Started a robotics engineering internship at BYD on dual-arm workstation robots.

Publications & Preprints

* denotes equal contribution.

LIMMT: Less is More for Motion Tracking ICML 2026
Yu Guan*, Zekun Qi*, Chenghuai Lin, Xuchuan Chen, Wenyao Zhang, Jilong Wang, XinQiang Yu, He Wang, Li Yi
International Conference on Machine Learning (ICML), 2026
A "less is more" framework for humanoid motion tracking: empirically shows that models trained on a small, carefully curated subset of motion data can outperform those trained on massive, unfiltered corpora.
Humanoid-GPT: Humanoid Generative Pre-Training for Zero-Shot Motion Tracking CVPR 2026
Zekun Qi*, Xuchuan Chen*, Jilong Wang*, Chenghuai Lin*, Yunrui Lian, Zhikai Zhang, Yu Guan, Wenyao Zhang, Xinqiang Yu, He Wang, Li Yi
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
A GPT-style Transformer with causal attention trained on a 2B-frame retargeted motion corpus, enabling zero-shot whole-body control for the Unitree G1 humanoid.
HumanTracker: Towards a Comprehensive and Human-Aligned Motion Tracking Benchmark Under Review
Dairu Liu*, Zekun Qi*, Jiayu Zeng*, Yu Guan, Chenghuai Lin, Xuchuan Chen, XinQiang Yu, Wenyao Zhang, He Wang, Li Yi
European Conference on Computer Vision (ECCV), 2026 — Under Review
Vision To Touch: Generalizable Insertion Contact-State Representation with Real-World RL
XinQiang Yu*, Yuxuan Wan, Zekun Qi, Weiheng Liu, Wenyao Zhang, Bowen Xiao, Yu Guan, Xuchuan Chen, Zhizheng Zhang, Li Yi, Zhaoxiang Zhang, He Wang

Research Experience

Sept 2025 – Present
Undergraduate Research Assistant
Institute for Interdisciplinary Information Sciences (IIIS), Tsinghua University · in collaboration with Beijing Galbot Co., Ltd.
  • Conducting research on humanoid robotics — data processing pipelines, motion tracking, and Vision-Language-Action (VLA) models.
  • Led the primary experiments for LIMMT (Less is More for Motion Tracking) as the first author.
  • Currently exploring Egocentric (Ego-View) data processing and World Action Models (WAM).
Jul 2025 – Aug 2025
Robotics Engineering Intern
BYD Co., Ltd. · Robotics Division
  • Explored the deployment of a stationary dual-arm gripper robot for autonomous tasks within an industrial assembly line.
  • Investigated Vision-Language-Action (VLA) models and their applications in complex industrial manipulation.

Education

2022 – 2027 (expected)
B.Eng. in Electronic Engineering
Tsinghua University, Beijing, China · GPA 3.6 / 4.0

Honors & Awards

2025
Tsinghua University Scholarship for Sports Excellence
2025
Tsinghua University Scholarship for Social Practice Excellence
2024
Tsinghua University Scholarship for Social Work Excellence
2024
Changfeng Alumni Scholarship for Sports Excellence

Skills & Languages

Technical Skills

Python C / C++ PyTorch ROS Linux

Languages

  • Mandarin Chinese — Native
  • English — Fluent (TOEFL iBT 102)

Leadership & Activities

Sports & Athletics

  • Tsinghua Men's Basketball Team (Tier 2), Active Member, 2023 – Present.
  • EE Department Basketball Team, Captain (2023–2024) — led the team to Top 4 in 5v5 University League and Champions in 3v3 (Division A).
  • EE Department Football Team, Goalkeeper, 2025 – Present.

Social Practice & Leadership

  • Founder & Team Leader, "Electronic Explore Euro-Sports" Program (2024 – 2026) — led research expeditions to France, the UK, and Spain studying European sports talent development.
    • University-level Bronze Medal, 2024 Summer Social Practice.
    • 1st Place in EE Department, 2026 Winter Social Practice.
  • Class President (2023–2024) and Class League Branch Secretary (2024–2025) for EE Class 23.