Regret Bounds for Restless Markov Bandits

12 September 2012

Papers citing "Regret Bounds for Restless Markov Bandits"

31 / 31 papers shown

Title
Finite-Time Analysis of Whittle Index based Q-Learning for Restless Multi-Armed Bandits with Neural Network Function Approximation Guojun Xiong Jian Li 87 14 0 03 Oct 2023
Autoregressive Bandits Francesco Bacchiocchi Gianmarco Genalti Davide Maran Marco Mussi Marcello Restelli N. Gatti Alberto Maria Metelli 70 5 0 12 Dec 2022
Networked Restless Bandits with Positive Externalities Christine Herlihy John P. Dickerson 84 3 0 09 Dec 2022
Stochastic Rising Bandits Alberto Maria Metelli F. Trovò Matteo Pirola Marcello Restelli 51 18 0 07 Dec 2022
Non-Stationary Bandits with Auto-Regressive Temporal Dependency Qinyi Chen Negin Golrezaei Djallel Bouneffouf AI4TS 91 13 0 28 Oct 2022
Optimistic Whittle Index Policy: Online Learning for Restless Bandits Kai Wang Lily Xu Aparna Taneja Milind Tambe 84 17 0 30 May 2022
Non-Stationary Bandit Learning via Predictive Sampling Yueyang Liu Kuang Xu Benjamin Van Roy 124 18 0 04 May 2022
On learning Whittle index policy for restless bandits with scalable regret N. Akbarzadeh Aditya Mahajan 97 13 0 07 Feb 2022
A New Look at Dynamic Regret for Non-Stationary Stochastic Bandits Yasin Abbasi-Yadkori András Gyorgy N. Lazić 77 22 0 17 Jan 2022
Offline RL With Resource Constrained Online Deployment Jayanth Reddy Regatti A. Deshmukh Frank Cheng Young Hun Jung Abhishek Gupta Ürün Dogan OffRL 74 2 0 07 Oct 2021
Sublinear Regret for Learning POMDPs Yi Xiong Ningyuan Chen Xuefeng Gao Xiang Zhou 99 25 0 08 Jul 2021
Learning to Detect an Odd Restless Markov Arm with a Trembling Hand P. Karthik R. Sundaresan 47 5 0 08 May 2021
Restless-UCB, an Efficient and Low-complexity Algorithm for Online Restless Bandits Siwei Wang Longbo Huang John C. S. Lui OffRL 91 39 0 05 Nov 2020
Detecting an Odd Restless Markov Arm with a Trembling Hand P. Karthik R. Sundaresan 77 6 0 13 May 2020
Regime Switching Bandits Xiang Zhou Yi Xiong Ningyuan Chen Xuefeng Gao 81 19 0 26 Jan 2020
The Restless Hidden Markov Bandit with Linear Rewards and Side Information M. Yemini Amir Leshem A. Somekh-Baruch 56 4 0 22 Oct 2019
Thompson Sampling in Non-Episodic Restless Bandits Young Hun Jung Marc Abeille Ambuj Tewari 61 19 0 12 Oct 2019
Reinforcement Learning: a Comparison of UCB Versus Alternative Adaptive Policies Wesley Cowan M. Katehakis Daniel Pirutinsky OffRL 44 4 0 13 Sep 2019
Restless dependent bandits with fading memory O. Zadorozhnyi Gilles Blanchard Alexandra Carpentier 18 0 0 25 Jun 2019
Regret Bounds for Thompson Sampling in Episodic Restless Bandit Problems Young Hun Jung Ambuj Tewari 76 44 0 29 May 2019
Learning Multiple Markov Chains via Adaptive Allocation M. S. Talebi Odalric-Ambrym Maillard 50 1 0 27 May 2019
Variational Regret Bounds for Reinforcement Learning Pratik Gajane R. Ortner P. Auer 137 62 0 14 May 2019
A Survey of Learning in Multiagent Environments: Dealing with Non-Stationarity Pablo Hernandez-Leal Michael Kaisers T. Baarslag Enrique Munoz de Cote 88 275 0 28 Jul 2017
Approximations of the Restless Bandit Problem Steffen Grunewalder A. Khaleghi 46 11 0 22 Feb 2017
Online Learning for Wireless Distributed Computing Yi-Hsuan Kao Kwame-Lante Wright Bhaskar Krishnamachari F. Bai 60 6 0 09 Nov 2016
Time-Varying Gaussian Process Bandit Optimization Ilija Bogunovic Jonathan Scarlett Volkan Cevher 128 98 0 25 Jan 2016
When are Kalman-filter restless bandits indexable? C. Dance T. Silander 34 12 0 15 Sep 2015
Optimal Exploration-Exploitation in a Multi-Armed-Bandit Problem with Non-stationary Rewards Omar Besbes Y. Gur A. Zeevi 88 127 0 13 May 2014
Dynamic Rate and Channel Selection in Cognitive Radio Systems Richard Combes Alexandre Proutiere 94 46 0 23 Feb 2014
Regret Bounds for Reinforcement Learning with Policy Advice M. G. Azar A. Lazaric Emma Brunskill 127 36 0 05 May 2013
Online Regret Bounds for Undiscounted Continuous Reinforcement Learning R. Ortner D. Ryabko OffRL 120 85 0 11 Feb 2013