Horizon-Free and Variance-Dependent Reinforcement Learning for Latent
Markov Decision Processes

Horizon-Free and Variance-Dependent Reinforcement Learning for Latent Markov Decision Processes

20 October 2022

Runlong Zhou

Papers citing "Horizon-Free and Variance-Dependent Reinforcement Learning for Latent Markov Decision Processes"

5 / 5 papers shown

Title
Computationally Efficient Horizon-Free Reinforcement Learning for Linear Mixture MDPs Dongruo Zhou Quanquan Gu 73 43 0 23 May 2022
First-Order Regret in Reinforcement Learning with Linear Function Approximation: A Robust Estimation Approach Andrew Wagenmaker Yifang Chen Max Simchowitz S. Du Kevin G. Jamieson 71 36 0 07 Dec 2021
Improved Variance-Aware Confidence Sets for Linear Bandits and Linear Mixture MDP Zihan Zhang Jiaqi Yang Xiangyang Ji S. Du 54 36 0 29 Jan 2021
Reward-Free Exploration for Reinforcement Learning Chi Jin A. Krishnamurthy Max Simchowitz Tiancheng Yu OffRL 104 194 0 07 Feb 2020
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 165 666 0 07 Jun 2018