Research
My research interests lie in 🤖robot learning and 🦾dexterous manipulation. My long-term goal is to create true robotic life, pushing the boundaries of what’s possible with machines. I’m open to collaborations on robotics-related projects! Whether you’re a researcher looking for a partner , feel free to reach out to me👋.
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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 to ICRA 2025
Website
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arXiv
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Code
This paper introduces 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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$\mathcal{D(R,O)}$ Grasp: A Unified Representation of Robot and Object Interaction for Cross-Embodiment Dexterous Grasping
Zhenyu Wei*,
Zhixuan Xu*,
Jingxiang Guo,
Yiwen Hou,
Chongkai Gao,
Zhehao Cai,
Jiayu Luo,
Lin Shao
In submission to ICRA 2025
Website
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arXiv
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Code
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Video
We introduce a novel representation, $\mathcal{D(R,O)}$ for dexterous grasping tasks.
This interaction-centric formulation transcends conventional robot-centric and object-centric
paradigms, facilitating robust generalization across diverse robotic hands and objects.
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Logarithmic Function Matters Policy Gradient Deep Reinforcement Learning
Qi Liu, Jingxiang Guo, Zhongjian Qiao, Pengbin Chen, Yanjie Li
Accepted in DAI 2024
arXiv
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Code
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Multi-Agent Target Assignment and Path Finding for Intelligent Warehouse: A Cooperative Multi-Agent Deep Reinforcement Learning Perspective
Qi Liu, Jianqi Gao, Dongjie Zhu, Pengbin Chen, Jingxiang Guo, Yanjie Li
arXiv
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Code
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Advertise
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MetaFold: A Closed-loop Pipeline for Universal Clothing Folding via End-to-end Point Cloud Trajectory Generation
Haonan Chen, Junxiao Li, Chongkai Gao, Zhixuan Xu, Chenting Wang, Yiwen Hou, Jingxiang Guo, Shensi Xu, Jiaqi Huang, Weidong Wang, Lin Shao
Website
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arXiv
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Code
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Momentum Prediction for Tennis Matches Based on Counter-Factual Analysis and Multi-LGBM
Jingxiang Guo, Jinxuan Zhu, Sixu Lin, Feng Shi
IEEE Xpolre
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Code
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ECAPA-TDNN Embeddings for Speaker Recognition
Jingxiang Guo, Jinxuan Zhu, Sixu Lin, Feng Shi
IEEE Xpolre
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Code
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Quick reversing device and quick track reversing device
Kuntian Dai, Jingxiang Guo, Nengfeng Liu, Guanyu Hou, Jinbin Guo, Junkai Wang, Ruiquan Dong
National Patent
Google Patents
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Award
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Champion, RoboMaster2023 Infantry Match
Mar 2023
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First Prize, RoboMaster2022 (National Final)
Aug 2022
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First Prize, RoboMaster2022 (Southern Region)
Jun 2022
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First Prize, RoboMaster2023 (Sentinel Robot Match)
Aug 2023
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First Prize, RoboMaster2023 (High School League)
Mar 2023
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First Prize, China Intelligent Robots Competition
Jul 2023
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First Prize, Hongli Cup Mathematical Modelling
Mar 2023
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First Prize, National Mathematical Modelling, Guangdong Province
Sep 2023
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Second Prize, National Embedded Chip Design
Jun 2023
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Second Prize, RoboMaster2022 (National Final)
Aug 2023
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Second Prize, China Robotics Competition 2023
Sep 2023
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Second Prize, Mechanical Engineering Innovation 2023
Sep 2023
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Second Prize, iCAN Innovation and Entrepreneurship
Nov 2023
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Third Prize, China Robotics AI Competition
May 2023
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Third Prize, BOTEC Intelligent Robotics Challenge
Oct 2022
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Third Prize, Harbin Institute Electronic Design
Apr 2023
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Outstanding Student of the Year 2021-2022
Nov 2022
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Outstanding Member of the League 2022-2023
May 2023
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National University of Singapore, Singapore
2024.07 - now
Research Assistant
Advisor: Prof. Lin Shao
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HTISZ Reinforcement Learning Group (RLG), China
2022.10 - 2024.06
Research Intern
Advisor: Prof. Yanjie Li
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Harbin Institute of Technology, Shenzhen, China
2021.09 - 2025.07
Undergraduate Student
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Fell free to contact me if you have any problem.
Thanks for your visiting😊!
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