Reinforcement Learning for Control with Probabilistic Stability Guarantee: A Finite-Sample Approach

Minghao Han, Lixian Zhang, Chenliang Liu +3

This paper presents a novel approach to reinforcement learning (RL) for control systems that provides probabilistic stability guarantees using finite data. Leveraging Lyapunov's me…