Sample Efficient Reinforcement Learning with Gaussian Processes

Robert C. Grande, Thomas J. Walsh, Jonathan P. How

Abstract: This paper derives sample complexity results for using Gaussian Processes (GPs) in both model-based and model-free reinforcement learning (RL). We show that GPs are KWIK learnable, proving for the ...