Online Sparse Reinforcement Learning

v1v2v3v4 (latest)

Online Sparse Reinforcement Learning

8 November 2020

Csaba Szepesvári

ArXiv (abs)PDF HTML

Papers citing "Online Sparse Reinforcement Learning"

11 / 11 papers shown

Title
Does Sparsity Help in Learning Misspecified Linear Bandits? Jialin Dong Lin F. Yang 67 1 0 29 Mar 2023
Improved Regret Bounds for Linear Adversarial MDPs via Linear Optimization Fang-yuan Kong Xiangcheng Zhang Baoxiang Wang Shuai Li 82 12 0 14 Feb 2023
Leveraging Offline Data in Online Reinforcement Learning Andrew Wagenmaker Aldo Pacchiano OffRL OnRL 103 41 0 09 Nov 2022
Proximal Point Imitation Learning Luca Viano Angeliki Kamoutsi Gergely Neu Igor Krawczuk Volkan Cevher 105 16 0 22 Sep 2022
Provable Benefits of Representational Transfer in Reinforcement Learning Alekh Agarwal Yuda Song Wen Sun Kaiwen Wang Mengdi Wang Xuezhou Zhang OffRL 102 35 0 29 May 2022
Transferred Q-learning Elynn Y. Chen Michael I. Jordan Sai Li OffRL OnRL 75 4 0 09 Feb 2022
Reinforcement Learning in Linear MDPs: Constant Regret and Representation Selection Matteo Papini Andrea Tirinzoni Aldo Pacchiano Marcello Restelli A. Lazaric Matteo Pirotta 86 19 0 27 Oct 2021
Representation Learning for Online and Offline RL in Low-rank MDPs Masatoshi Uehara Xuezhou Zhang Wen Sun OffRL 140 129 0 09 Oct 2021
Information Directed Sampling for Sparse Linear Bandits Botao Hao Tor Lattimore Wei Deng 62 19 0 29 May 2021
Model-free Representation Learning and Exploration in Low-rank MDPs Aditya Modi Jinglin Chen A. Krishnamurthy Nan Jiang Alekh Agarwal OffRL 174 81 0 14 Feb 2021
Sparse Feature Selection Makes Batch Reinforcement Learning More Sample Efficient Botao Hao Yaqi Duan Tor Lattimore Csaba Szepesvári Mengdi Wang OffRL 142 27 0 08 Nov 2020