Restless-UCB, an Efficient and Low-complexity Algorithm for Online
Restless Bandits

Restless-UCB, an Efficient and Low-complexity Algorithm for Online Restless Bandits

5 November 2020

Papers citing "Restless-UCB, an Efficient and Low-complexity Algorithm for Online Restless Bandits"

19 / 19 papers shown

Title
On the Low-Complexity of Fair Learning for Combinatorial Multi-Armed Bandit Xiaoyi Wu Bo Ji Bin Li FaML 46 0 0 01 Jan 2025
DOPL: Direct Online Preference Learning for Restless Bandits with Preference Feedback Guojun Xiong Ujwal Dinesha Debajoy Mukherjee Jian Li Srinivas Shakkottai 42 2 0 07 Oct 2024
Whittle Index Learning Algorithms for Restless Bandits with Constant Stepsizes Vishesh Mittal R. Meshram Surya Prakash 27 0 0 06 Sep 2024
A Federated Online Restless Bandit Framework for Cooperative Resource Allocation Jingwen Tong Xinran Li Liqun Fu Jun Zhang Khaled B. Letaief 44 1 0 12 Jun 2024
Tabular and Deep Learning for the Whittle Index Francisco Robledo Relaño Vivek Borkar U. Ayesta Konstantin Avrachenkov 26 2 0 04 Jun 2024
Restless Bandit Problem with Rewards Generated by a Linear Gaussian Dynamical System J. Gornet Bruno Sinopoli 33 0 0 15 May 2024
Provably Efficient Reinforcement Learning for Adversarial Restless Multi-Armed Bandits with Unknown Transitions and Bandit Feedback Guojun Xiong Jian Li 25 1 0 02 May 2024
Structured Reinforcement Learning for Delay-Optimal Data Transmission in Dense mmWave Networks Shu-Fan Wang Guojun Xiong Shichen Zhang Huacheng Zeng Jian Li Shivendra Panwar 21 0 0 25 Apr 2024
Online Restless Multi-Armed Bandits with Long-Term Fairness Constraints Shu-Fan Wang Guojun Xiong Jian Li 51 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 30 12 0 03 Oct 2023
Policy Optimization for Personalized Interventions in Behavioral Health Jackie Baek J. Boutilier Vivek F. Farias J. Jónasson Erez Yoeli OffRL 9 7 0 21 Mar 2023
Approximately Stationary Bandits with Knapsacks Giannis Fikioris Éva Tardos AAML 13 7 0 28 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
Stochastic Rising Bandits Alberto Maria Metelli F. Trovò Matteo Pirola Marcello Restelli 17 16 0 07 Dec 2022
Optimistic Whittle Index Policy: Online Learning for Restless Bandits Kai Wang Lily Xu Aparna Taneja Milind Tambe 39 16 0 30 May 2022
Whittle Index based Q-Learning for Wireless Edge Caching with Linear Function Approximation Guojun Xiong Shu-Fan Wang Jian Li Rahul Singh 25 6 0 26 Feb 2022
Reinforcement Learning for Finite-Horizon Restless Multi-Armed Multi-Action Bandits Guojun Xiong Jian Li Rahul Singh 27 4 0 20 Sep 2021
Restless and Uncertain: Robust Policies for Restless Bandits via Deep Multi-Agent Reinforcement Learning J. Killian Lily Xu Arpita Biswas Milind Tambe 19 6 0 04 Jul 2021
Reinforcement Learning for Markovian Bandits: Is Posterior Sampling more Scalable than Optimism? Nicolas Gast B. Gaujal K. Khun 10 2 0 16 Jun 2021