21 citations · 21 across the 1 of their papers we have counts for
2 papers
cs.LG2020
Adaptive Discretization for Model-Based Reinforcement Learning
Sean R. Sinclair, Tianyu Wang, Gauri Jain +2
We introduce the technique of adaptive discretization to design an efficient model-based episodic reinforcement learning algorithm in large (potentially continuous) state-action sp…
cs.LG2019★ 21 cited
Adaptive Discretization for Episodic Reinforcement Learning in Metric Spaces
Sean R. Sinclair, Siddhartha Banerjee, Christina Lee Yu
We present an efficient algorithm for model-free episodic reinforcement learning on large (potentially continuous) state-action spaces. Our algorithm is based on a novel -learni…