Projects per year
Personal profile
Research interests
- Embodied AI
- Task planning with LLM
- Robot Navigation
- Robot manipulation
Our research group continuously recruits undergraduates, masters, doctoral students, and interns who are interested in Embodied AI and LLM (Large Language Models).
Personal profile
Yaran Chen received her degree in the Institute of Automation, Chinese Academy of Sciences, in 2018. From Oct. 2020 to Dec. 2024, she was an associate researcher at the Institute of Automation, Chinese Academy of Sciences. In Dec.2024, she joined Xian Jiaotong-Liverpool University as a faculty member.
Her research interests are in the areas of embodied AI, robot planning, navigation/manipulation, and VLA. She has published over 60 papers in renowned international journals and conferences such as IEEE TNNLS, IEEE TCYB, Info. Sci., ICLR, and ICRA and authored a book with more than 1700 citations and a Google h-index of 20. She has received several paper awards, including the only Outstanding Paper Award from IEEE TCDS in 2020 and finalists for Best Paper Awards at the IEEE IJCNN, IEEE WCICA, and IEEE DDCLS. She has also been honored with the Second Prize in Natural Science from the Beijing Science and Technology Award. Chen has led projects funded by the National Natural Science Foundation for Youth, Tencent, and Huawei, among others. She achieved first place on the ALFRED, a well-known international embodied intelligence competition, and won three championships in the ICRA DIJ RoboMaster Artificial Intelligence Challenge, among other domestic and international competition awards.
Awards and honours
- Second Prize, Beijing Science and Technology Award - Natural Science and Technology北京市自然科学二等奖, (Ranked 4th)
- Best Paper Award Finalist, IEEE DDCLS, 2022 (Ranked 2nd, Corr. Author, Advisor)
- Outstanding Paper Award, IEEE Trans. on Cognitive and Developmental Systems, 2020 (Ranked 2nd, Advisor 1st)
- Best Paper Award Finalist,The International Joint Conference on Neural Networks, 2018 (Ranked 3rd)
- Best Paper Award, Control Theory and Applications Journal, 2017 (Ranked 5th)
- Best Paper Award Finalist, World Congress on Intelligent Control and Automation, 2016 (Ranked 1st)
- First Place, ICRA 2024 RoboMaster University Sim2Real Challenge, 2024 (Advisor Ranked 1st)
- First Place, International Embodied Intelligence List ALFRED, 2023 (Ranked 1st)
- Champion, ICRA RoboMaster AI Challenge-Perception Track, 2020 (Ranked 1st)
- Champion, ICRA RoboMaster AI Challenge-Path Planning Track, 2020 (Advisor Ranked 1st)
- Champion, ICRA RoboMaster AI Challenge-Decision Track, 2020 (Advisor Ranked 1st)
- First Prize, China "AI+" Innovation and Entrepreneurship Competition Finals, 2019 (Ranked 1st)
- Champion, China Intelligent Vehicle Future Challenge -Vehicle Distance Monitoring, 2017 (Ranked 1st)
- Champion, China Intelligent Vehicle Future Challenge -Vehicle Detection, 2017 (Ranked 1st)
- IEEE CIS research grant,2018 (Ranked 1st)
Experience
- July 2018- Dec. 2024, Assistant Researcher/ Associate Researcher, Institute of Automation, Chinese Academy of Sciences
- Editorial Board Member of IEEE Trans. on Cognitive and Developmental Systems
- Reviewer for TNNLS, CVPR, ICLR and others.
- Finance Chair of IEEE Conference of Games 2022
- Organized the IEEE CoG 2022 competition: RoboMaster Robot Sim2Real Challenge
- Workshop & Tutorial Chair of IEEE CIS-RAM 2024
- Organized Special Sessions for IJCNN/ISNN/WCCI and other conferences
- Member of the Data-Driven Control, Learning, and Optimization Professional Committee of CAA
- Member of the Adaptive Dynamic Programming and Reinforcement Learning Professional Committee of CAA
Education/Academic qualification
Institute of Automation, Chinese Academy of Sciences (CAS)
Sept 2013 → Jun 2018
Award Date: 30 Jun 2018
Research areas
- Embodied AI
- Robot navigation
- manipulatioin
- deep reinforcement learning
Person Types
- Staff
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Collaborations and top research areas from the last five years
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Embodied agents for complex task planning
14/11/24 → 31/10/25
Project: Collaborative Research Project
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Research on efficient adaptation of Embodied intelligent dynamic environment based on large language model and reinforcement learning
1/09/24 → 31/08/25
Project: Governmental Research Project
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Research on Task Planning and Skill Base Algorithm for Mobile Robots
10/05/24 → 31/10/24
Project: Collaborative Research Project
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Adaptive Research in Text and Image Large Models (LLM)
1/11/23 → 31/10/24
Project: Governmental Research Project
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NSFC: Neural Network Architecture Search for Hardware and Task Adaptation
1/01/21 → 31/12/23
Project: Governmental Research Project
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Adaptive search for broad attention based vision transformers
Li, N., Chen, Y. & Zhao, D., 1 Jan 2025, In: Neurocomputing. 611, 128696.Research output: Contribution to journal › Article › peer-review
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Cross-domain random pre-training with prototypes for reinforcement learning
Liu, X., Chen, Y. & Zhao, D., 2025, In: IEEE Transactions on Systems, Man, and Cybernetics: Systems.Research output: Contribution to journal › Article › peer-review
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GAPartManip: a large-scale dataset for generalizable and actionable part manipulation with material-agnostic articulated objects
Cui, W., Zhao, C., Wei, S., Zhang, J., Geng, H., Chen, Y. & Wang, H., 2025, EEE International Conference on Robotics and Automation. IEEEResearch output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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RoboGPT : An intelligent agent of making long-horizon decisions for instruction daily tasks
Chen, Y., Feb 2025, (Accepted/In press) In: IEEE Transactions on Cognitive and Developmental Systems.Research output: Contribution to journal › Article › peer-review
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Robotic sim-to-real transfer for long-horizon pick-and-place tasks in the robotic Sim2Real competition
Yang, M., Cao, H. & Chen, Y., 2025, ICRA (CCF B). IEEEResearch output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review