conftrace_

linear markov decision process

11 papers

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Also known as

LMDP LINEAR MDP

Co-occurring keywords

regret bound (1926) linear mdp (34) markov decision process (790) function approximation (319) reinforcement learning (4352) online learning (1777) sample efficiency (472) instance-dependent bound (7) two-player game (20) feasible set (3)

Papers

Logarithmic Regret for Linear Markov Decision Processes with Adversarial Corruptions AAAI 2025
Warm-up Free Policy Optimization: Improved Regret in Linear Markov Decision Processes NIPS 2024
Achieving Constant Regret in Linear Markov Decision Processes NIPS 2024
How does Inverse RL Scale to Large State Spaces? A Provably Efficient Approach NIPS 2024
Nearly Minimax Optimal Reinforcement Learning for Linear Markov Decision Processes ICML 2023
A Theoretical Analysis of Optimistic Proximal Policy Optimization in Linear Markov Decision Processes NIPS 2023
Provable Reset-free Reinforcement Learning by No-Regret Reduction ICML 2023
Semiparametrically Efficient Off-Policy Evaluation in Linear Markov Decision Processes ICML 2023
Improved Algorithms for Misspecified Linear Markov Decision Processes AISTATS 2022
Sample-Efficient Reinforcement Learning for Linearly-Parameterized MDPs with a Generative Model NIPS 2021
Online Sparse Reinforcement Learning AISTATS 2021