3 papers
cs.RO2026
Extreme Motion Generation via Hybrid Null-Space Control for Straight-Line Path Following
Xinyi Yuan, Weiwei Wan, Kensuke Harada
This work studies ``extreme motion generation'', which aims to maximize the Cartesian path length along a pre-defined trajectory within the manipulator's workspace. This objective…
cs.RO2026
Effective Reinforcement Learning Control using Conservative Soft Actor-Critic
Zhiwei Shang, Xinyi Yuan, Wenjun Huang +3
Reinforcement Learning (RL) has shown great potential in complex control tasks, particularly when combined with deep neural networks within the Actor-Critic (AC) framework. However…
cs.RO2025
Preference Aligned Diffusion Planner for Quadrupedal Locomotion Control
Xinyi Yuan, Zhiwei Shang, Zifan Wang +7
Diffusion models demonstrate superior performance in capturing complex distributions from large-scale datasets, providing a promising solution for quadrupedal locomotion control. H…