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cs.RO2025
Unity RL Playground: A Versatile Reinforcement Learning Framework for Mobile Robots
Linqi Ye, Rankun Li, Xiaowen Hu +4
This paper introduces Unity RL Playground, an open-source reinforcement learning framework built on top of Unity ML-Agents. Unity RL Playground automates the process of training mo…
cs.RO2024
Quadruped robot traversing 3D complex environments with limited perception
Yi Cheng, Hang Liu, Guoping Pan +3
Traversing 3-D complex environments has always been a significant challenge for legged locomotion. Existing methods typically rely on external sensors such as vision and lidar to p…
cs.RO2024
Agile and versatile bipedal robot tracking control through reinforcement learning
Jiayi Li, Linqi Ye, Yi Cheng +2
The remarkable athletic intelligence displayed by humans in complex dynamic movements such as dancing and gymnastics suggests that the balance mechanism in biological beings is dec…