Search Results for author: Zhaocong Yuan

Found 2 papers, 2 papers with code

safe-control-gym: a Unified Benchmark Suite for Safe Learning-based Control and Reinforcement Learning in Robotics

4 code implementations13 Sep 2021 Zhaocong Yuan, Adam W. Hall, SiQi Zhou, Lukas Brunke, Melissa Greeff, Jacopo Panerati, Angela P. Schoellig

In recent years, both reinforcement learning and learning-based control -- as well as the study of their safety, which is crucial for deployment in real-world robots -- have gained significant traction.

reinforcement-learning Reinforcement Learning (RL)

Safe Learning in Robotics: From Learning-Based Control to Safe Reinforcement Learning

4 code implementations13 Aug 2021 Lukas Brunke, Melissa Greeff, Adam W. Hall, Zhaocong Yuan, SiQi Zhou, Jacopo Panerati, Angela P. Schoellig

The last half-decade has seen a steep rise in the number of contributions on safe learning methods for real-world robotic deployments from both the control and reinforcement learning communities.

Decision Making reinforcement-learning +2

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