News
- [2025/04] 🎉 Manual2Skill was accepted to RSS 2025.
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Manual2Skill: Learning to Read Manuals and Acquire Robotic Skills for Furniture Assembly Using Vision-Language Models
Chenrui Tie*,
Shengxiang Sun*,
Jinxuan Zhu,
Yiwei Liu,
Jingxiang Guo,
Yue Hu,
Haonan Chen,
Junting Chen,
Ruihai Wu,
Lin Shao
Robotics: Science and Systems (RSS 2025)
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arXiv
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Media (机器之心)
TL;DR:
Teach robots to assemble furniture by reading manuals and transforming the instructions into executable skills.
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Learning Generalizable Language-Conditioned Cloth Manipulation from Long Demonstrations
Hanyi Zhao*,
Jinxuan Zhu*,
Zihao Yan*,
Yichen Li,
Yuhong Deng,
Xueqian Wang,
In submission to IROS
Website
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arXiv
TL;DR:
Propose a novel pipeline utilizing LLM to discover basic skills from existing benchmarks and compose them
to generalize to novel long-horizon cloth manipulation tasks.
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MASQ: Multi-Agent Reinforcement Learning for Single Quadruped Robot Locomotion
Qi Liu*,
Jingxiang Guo*,
Sixu Lin,
Shuaikang Ma,
Jinxuan Zhu,
Yanjie Li
In submission
arXiv
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Video
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Press
TL;DR:
Introduce MASQ, a novel approach using multi-agent reinforcement learning (MARL) for single quadruped robot locomotion. By treating each leg as an independent agent, MASQ accelerates learning and boosts real-world robustness, surpassing traditional methods.
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Award
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Second Prize Student Scholarship of HITSZ 2023-2024
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Third Prize Student Scholarship of HITSZ 2022-2023
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Outstanding Student of the Year 2021-2022
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NUS Learning and Intelligent Systems Lab (LinS Lab), Singapore
2024.12 - present
Research Intern
Advisor: Prof. Lin Shao
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City University of HongKong, Hong Kong, China
2025.02 - 2025.05
Exchange Student
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AI&ROBOT LAB at Tsinghua SIGS, Shenzhen, China
2024.07 - 2025.03
Research Intern
Advisor: Prof. Xueqian Wang
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Reinforcement Learning Group (RLG) at HTISZ, Shenzhen, China
2023.11 - 2024.10
Research Intern
Advisor: Prof. Yanjie Li
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University of Oxford, Oxford, UK
2023.08
Summer Programme in Machine Learning and Artificial Intelligence
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Harbin Institute of Technology, Shenzhen, China
2021.09 - 2025.07
B.E. in Automation
GPA: 3.7/4.0 Rank: 10%
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Misc
I enjoy playing basketball 🏀 and hiking 🏃. I'm also the guitarist in a band formed with friends since high school, where I play electric guitar 🎸.
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Last Update: May 30, 2025
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