Xuchuan Huang | ้ปๅๅท
I am a junior at
Yuanpei College of Peking University.
I am advised by Prof.
Yaodong Yang at PAIR Lab and PKU-Psibot Joint Lab.
I am also a research assistant at NUS LinS Lab, advised by Prof.
Lin Shao.
My current research interests lie in embodied AI, especially dexterous manipulation, with the goal of building general-purpose embodied agents capable of completing diverse tasks in real world.
I am always enthusiastic about exploring new ideas and opportunities. Feel free to reach out if you'd like to connect or collaborate! ๐คฉ
E-mail  / 
Github / 
WeChat Account
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Research
* equal contribution
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A Survey on Vision-Language-Action Models: An Action Tokenization Perspective
Yifan Zhong*,
Fengshuo Bai*,
Shaofei Cai,
Xuchuan Huang,
Zhang Chen,
Xiaowei Zhang,
Yuanfei Wang,
Shaoyang Guo,
Tianrui Guan,
Ka Nam Lui,
Zhiquan Qi,
Yitao Liang,
Yuanpei Chen,
Yaodong Yang
Project Page
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Paper
We observe that current VLA models can be unified under a single framework: vision and language inputs are processed by a series of VLA modules, producing a chain of action tokens that progressively encode more grounded and actionable information, ultimately generating executable actions.
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DexGraspVLA: A Vision-Language-Action Framework Towards General Dexterous Grasping
Yifan Zhong*,
Xuchuan Huang*,
Ruochong Li,
Ceyao Zhang,
Yitao Liang,
Yaodong Yang,
Yuanpei Chen
Under Review.
Project Page
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Paper
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Code
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Video
DexGraspVLA is a hierarchical framework for general-purpose dexterous grasping, which achieves over 90% zero-shot success in diverse real-world scenarios.
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TerraX: Visual Terrain Classification Enhanced by Vision-Language Models
Hongze Li*,
Xuchuan Huang*,
Xinhai Chang*,
Jun Zhou,
Huijing Zhao
IROS'2025 Oral Presentation.
Project Page
TerraX is a vision-language framework for terrain classification, featuring the TerraData dataset, TerraBench benchmark, and TerraCLIP model.
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ProgressGym: Alignment with a Millennium of Moral Progress
Tianyi Qiu*,
Yang Zhang*,
Xuchuan Huang,
Jasmine Xinze Li,
Jiaming Ji,
Yaodong Yang
NeurIPS'2024 Spotlight, Dataset & Benchmark Track.
Paper
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Code
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Documentation
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Hugging Face
To empower progress alignment, ProgressGym is a benchmark for training AI to track, predict, and co-evolve with human moral progress.
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Thanks to some unexpected but fortunate collaborations, I've also been involved in a few projects in political science and computational social science, which offered a quite refreshing experience! ๐
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When Chinese Social Media Meet the Israeli Palestinian Conflict: Opinion Leaders, Moral Emotions, and Cultural Distance
Cheng Tan,
Xuchuan Huang,
Zijie Yu,
Yanjun Liu
Under Review.
Grand Prize in 32nd Challenge Cup of PKU.
1st Prize in National Undergraduate Honors College Student Research and Innovation Competition.
We analyze over 130,000 Weibo comments on the 2023 Israel-Palestine conflict to examine how public opinion forms and spreads in Chinese social media. It reveals how factors like verified accounts, moral framing, and cultural similarity shape sentiment dynamics in Chinese online discourse.
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Global Emotions and Imaginations around Black Myth: Wukong: A Multilingual Analysis of Over 90, 000 Tweets
Cheng Tan,
Xuchuan Huang,
Zijie Yu,
Yanjun Liu
Under Review.
We analyze 92,000+ multilingual tweets about Black Myth: Wukong to uncover how cultural, political, and emotional interpretations vary across linguistic communities. Using sentiment analysis and topic modeling, it highlights the complexities of global cultural exchange and digital geopolitics.
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Services
Teaching Assistant: Fundamentals of Artificial Intelligence (Spring 2025, by Prof. Ge Li)
Teaching Assistant: Introduction to Computation (Autumn 2024, by Prof. Ge Li)
Teaching Assistant: Innovative Design of Internet Products (Spring 2023, in
Yuanpei College)
Monitor: Class 4,
Yuanpei College (2022-2023)
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Selected Awards
2025: Second Prize in 33rd Challenge Cup of Peking University
2025: Third Prize in Campus Programming Competition of Peking University
2024: Beijing Natural Science Foundation for undergraduates
2024: Peking University Tan Siu Lin Oversea Exchange Endowment For Undergraduates
2024: First Prize in National Undergraduate Honors College Student Research and Innovation Competition
2024: First Prize in Jiang Zehan Cup Mathematical Modelling Competition
2024: Grand Prize in 32nd Challenge Cup of Peking University
2024: Third Prize in Campus Programming Competition of Peking University
2024: Second Prize in Lanqiao Cup Competition
2023: First Prize in National College English Vocabulary Competition
2023: Third Prize in Ubiquant Programming Competition
2022: Peking University Freshman Scholarship
Miscellaneous
Iโve been practicing Chinese brush calligraphy ๐ for many years, with a particular love for regular script and clerical script in the style of Yan Zhenqing (้ข็ๅฟ). Iโve been fortunate to receive several awards in calligraphy competitions ๐
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Iโm also an avid music listener ๐ง and an admirer of Vae Xu (่ฎธๅตฉ) ๐ซ.
In my free time, I enjoy watching films ๐ฌ, traveling โ๏ธ, and hiking โฐ๏ธ.
This homepage is designed based on Jon Barron's website.
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