Learning in A Changing World: Restless Multi-Armed Bandit with Unknown Dynamics

22 November 2010

Papers citing "Learning in A Changing World: Restless Multi-Armed Bandit with Unknown Dynamics"

50 / 52 papers shown

Title
Planning and Learning in Risk-Aware Restless Multi-Arm Bandit Problem Nima Akbarzadeh Erick Delage Yossiri Adulyasak 35 0 0 30 Oct 2024
A Federated Online Restless Bandit Framework for Cooperative Resource Allocation Jingwen Tong Xinran Li Liqun Fu Jun Zhang Khaled B. Letaief 50 1 0 12 Jun 2024
Human-in-the-loop Learning for Dynamic Congestion Games Hongbo Li Lingjie Duan 43 3 0 24 Apr 2024
Partially-Observable Sequential Change-Point Detection for Autocorrelated Data via Upper Confidence Region Haijie Xu Xiaochen Xian Chen Zhang Kaibo Liu 19 0 0 30 Mar 2024
SINR-Aware Deep Reinforcement Learning for Distributed Dynamic Channel Allocation in Cognitive Interference Networks Yaniv Cohen Tomer Gafni Ronen Greenberg Kobi Cohen 32 5 0 17 Feb 2024
Online Restless Multi-Armed Bandits with Long-Term Fairness Constraints Shu-Fan Wang Guojun Xiong Jian Li 59 6 0 16 Dec 2023
Finite-Time Analysis of Whittle Index based Q-Learning for Restless Multi-Armed Bandits with Neural Network Function Approximation Guojun Xiong Jian Li 38 13 0 03 Oct 2023
Fair Multi-Agent Bandits Amir Leshem FedML FaML 11 1 0 07 Jun 2023
Multi-Flow Transmission in Wireless Interference Networks: A Convergent Graph Learning Approach Raz Paul Kobi Cohen Gil Kedar 34 5 0 27 Mar 2023
Client Selection for Generalization in Accelerated Federated Learning: A Multi-Armed Bandit Approach Dan Ben Ami Kobi Cohen Qing Zhao FedML 34 11 0 18 Mar 2023
A Definition of Non-Stationary Bandits Yueyang Liu Kuang Xu Benjamin Van Roy 24 11 0 23 Feb 2023
Decision-Focused Evaluation: Analyzing Performance of Deployed Restless Multi-Arm Bandits Paritosh Verma Shresth Verma Aditya Mate Aparna Taneja Milind Tambe 16 0 0 19 Jan 2023
Deterministic Sequencing of Exploration and Exploitation for Reinforcement Learning Piyush B. Gupta Vaibhav Srivastava OffRL 29 3 0 12 Sep 2022
Fast Change Identification in Multi-Play Bandits and its Applications in Wireless Networks Gourab Ghatak 45 1 0 20 May 2022
Restless Multi-Armed Bandits under Exogenous Global Markov Process Tomer Gafni M. Yemini Kobi Cohen 32 3 0 28 Feb 2022
Whittle Index based Q-Learning for Wireless Edge Caching with Linear Function Approximation Guojun Xiong Shu-Fan Wang Jian Li Rahul Singh 30 6 0 26 Feb 2022
On learning Whittle index policy for restless bandits with scalable regret N. Akbarzadeh Aditya Mahajan 13 13 0 07 Feb 2022
Scalable Decision-Focused Learning in Restless Multi-Armed Bandits with Application to Maternal and Child Health Kai Wang Shresth Verma Aditya Mate Sanket Shah Aparna Taneja N. Madhiwalla Aparna Hegde Milind Tambe 21 12 0 02 Feb 2022
Using Non-Stationary Bandits for Learning in Repeated Cournot Games with Non-Stationary Demand Kshitija Taywade Brent Harrison J. Goldsmith 33 3 0 03 Jan 2022
Learning in Restless Bandits under Exogenous Global Markov Process Tomer Gafni M. Yemini Kobi Cohen 37 13 0 17 Dec 2021
Medium Access Control protocol for Collaborative Spectrum Learning in Wireless Networks Tomer Boyarski Wenbo Wang Amir Leshem 18 3 0 25 Oct 2021
Deep Reinforcement Learning for Simultaneous Sensing and Channel Access in Cognitive Networks Yoel Bokobza R. Dabora Kobi Cohen 49 13 0 24 Oct 2021
Reinforcement Learning for Finite-Horizon Restless Multi-Armed Multi-Action Bandits Guojun Xiong Jian Li Rahul Singh 30 4 0 20 Sep 2021
Cooperative Stochastic Multi-agent Multi-armed Bandits Robust to Adversarial Corruptions Junyan Liu Shuai Li Dapeng Li 23 6 0 08 Jun 2021
Learning to Detect an Odd Restless Markov Arm with a Trembling Hand P. Karthik R. Sundaresan 13 5 0 08 May 2021
Generalized non-stationary bandits Anne Gael Manegueu Alexandra Carpentier Yi Yu 41 10 0 01 Feb 2021
Adaptive KL-UCB based Bandit Algorithms for Markovian and i.i.d. Settings Member Ieee Arghyadip Roy Fellow Ieee Sanjay Shakkottai F. I. R. Srikant 18 2 0 14 Sep 2020
Robust Multi-Agent Multi-Armed Bandits Daniel Vial Sanjay Shakkottai R. Srikant 14 36 0 07 Jul 2020
Detecting an Odd Restless Markov Arm with a Trembling Hand P. Karthik R. Sundaresan 10 6 0 13 May 2020
My Fair Bandit: Distributed Learning of Max-Min Fairness with Multi-player Bandits Ilai Bistritz Tavor Z. Baharav Amir Leshem Nicholas Bambos FaML 17 37 0 23 Feb 2020
The Gossiping Insert-Eliminate Algorithm for Multi-Agent Bandits Ronshee Chawla Abishek Sankararaman A. Ganesh Sanjay Shakkottai 11 50 0 15 Jan 2020
Thompson Sampling in Non-Episodic Restless Bandits Young Hun Jung Marc Abeille Ambuj Tewari 9 19 0 12 Oct 2019
Social Learning in Multi Agent Multi Armed Bandits Abishek Sankararaman A. Ganesh Sanjay Shakkottai 28 84 0 04 Oct 2019
A Learning-Based Two-Stage Spectrum Sharing Strategy with Multiple Primary Transmit Power Levels Rui Zhang Peng Cheng Zhuo Chen Yonghui Li Branka Vucetic 8 8 0 21 Jul 2019
Learning in Restless Multi-Armed Bandits via Adaptive Arm Sequencing Rules Tomer Gafni Kobi Cohen 9 22 0 19 Jun 2019
Regret Bounds for Thompson Sampling in Episodic Restless Bandit Problems Young Hun Jung Ambuj Tewari 19 44 0 29 May 2019
Multi-Player Bandits: The Adversarial Case Pragnya Alatur Kfir Y. Levy Andreas Krause AAML 16 37 0 21 Feb 2019
On Abruptly-Changing and Slowly-Varying Multiarmed Bandit Problems Lai Wei Vaibhav Srivastava 24 37 0 23 Feb 2018
Online Influence Maximization in Non-Stationary Social Networks Yixin Bao Xiaoke Wang Zhi Wang Chuan Wu F. Lau 18 22 0 26 Apr 2016
Risk-Averse Multi-Armed Bandit Problems under Mean-Variance Measure Sattar Vakili Qing Zhao 13 88 0 18 Apr 2016
Time-Varying Gaussian Process Bandit Optimization Ilija Bogunovic Jonathan Scarlett V. Cevher 69 95 0 25 Jan 2016
Multi-armed Bandits with Application to 5G Small Cells S. Maghsudi Ekram Hossain 20 120 0 02 Oct 2015
Episodic Multi-armed Bandits Cem Tekin M. Schaar OffRL 28 0 0 04 Aug 2015
Regulating Greed Over Time in Multi-Armed Bandits Stefano Tracà Cynthia Rudin Weiyu Yan 19 5 0 21 May 2015
On Regret-Optimal Learning in Decentralized Multi-player Multi-armed Bandits Naumaan Nayyar D. Kalathil R. Jain OffRL 20 76 0 04 May 2015
Distributed Online Learning in Social Recommender Systems Cem Tekin Simpson Zhang M. Schaar OffRL 38 65 0 26 Sep 2013
Distributed Online Learning via Cooperative Contextual Bandits Cem Tekin M. Schaar FedML 31 53 0 21 Aug 2013
Towards Distribution-Free Multi-Armed Bandits with Combinatorial Strategies Xiangyang Li Shaojie Tang Yaqin Zhou 46 0 0 20 Jul 2013
A Sensing Policy Based on Confidence Bounds and a Restless Multi-Armed Bandit Model J. Oksanen V. Koivunen H. Vincent Poor 36 13 0 19 Nov 2012
Decentralized Learning for Multi-player Multi-armed Bandits D. Kalathil Naumaan Nayyar R. Jain 46 44 0 14 Jun 2012