6 papers
MUJICA: Multi-skill Unified Joint Integration of Control Architecture for Wheeled-Legged Robots
Yuqi Li, Peng Zhai, Yueqi Zhang +5
Wheeled-legged robots hold promise for traversing complex terrains and offer superior mobility compared to legged robots. However, wheeled-legged robots must effectively balance bo…
KiRAS: Keyframe Guided Self-Imitation for Robust and Adaptive Skill Learning in Quadruped Robots
Xiaoyi Wei, Peng Zhai, Jiaxin Tu +5
With advances in reinforcement learning and imitation learning, quadruped robots can acquire diverse skills within a single policy by imitating multiple skill-specific datasets. Ho…
Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle
Keliang Liu, Dingkang Yang, Ziyun Qian +7
In recent years, training methods centered on Reinforcement Learning (RL) have markedly enhanced the reasoning and alignment performance of Large Language Models (LLMs), particular…
RENet: Fault-Tolerant Motion Control for Quadruped Robots via Redundant Estimator Networks under Visual Collapse
Yueqi Zhang, Quancheng Qian, Taixian Hou +5
Vision-based locomotion in outdoor environments presents significant challenges for quadruped robots. Accurate environmental prediction and effective handling of depth sensor noise…
A Robust Quadruped Robot with Twisting Waist for Flexible Motions
Quancheng Qian, Xiaoyi Wei, Zonghao Zhang +6
The waist plays a crucial role in the agile movement of many animals in nature. It provides the torso with additional degrees of freedom and flexibility, inspiring researchers to i…
Role Play: Learning Adaptive Role-Specific Strategies in Multi-Agent Interactions
Weifan Long, Wen Wen, Peng Zhai +1
Zero-shot coordination problem in multi-agent reinforcement learning (MARL), which requires agents to adapt to unseen agents, has attracted increasing attention. Traditional approa…