A Definition of Non-Stationary Bandits

23 February 2023

Papers citing "A Definition of Non-Stationary Bandits"

15 / 15 papers shown

Title
An Information-Theoretic Analysis of Nonstationary Bandit Learning Seungki Min Daniel Russo 46 7 0 09 Feb 2023
Lifting the Information Ratio: An Information-Theoretic Analysis of Thompson Sampling for Contextual Bandits Gergely Neu Julia Olkhovskaya Matteo Papini Ludovic Schwartz 65 16 0 27 May 2022
Non-Stationary Bandit Learning via Predictive Sampling Yueyang Liu Kuang Xu Benjamin Van Roy 44 19 0 04 May 2022
A Simple Approach for Non-stationary Linear Bandits Peng Zhao Lijun Zhang Yuan Jiang Zhi Zhou 54 84 0 09 Mar 2021
Reinforcement Learning, Bit by Bit Xiuyuan Lu Benjamin Van Roy Vikranth Dwaracherla M. Ibrahimi Ian Osband Zheng Wen 44 70 0 06 Mar 2021
Weighted Linear Bandits for Non-Stationary Environments Yoan Russac Claire Vernade Olivier Cappé 120 107 0 19 Sep 2019
Regret Bounds for Thompson Sampling in Episodic Restless Bandit Problems Young Hun Jung Ambuj Tewari 50 44 0 29 May 2019
A New Algorithm for Non-stationary Contextual Bandits: Efficient, Optimal, and Parameter-free Yifang Chen Chung-Wei Lee Haipeng Luo Chen-Yu Wei 111 133 0 03 Feb 2019
An Information-Theoretic Approach to Minimax Regret in Partial Monitoring Tor Lattimore Csaba Szepesvári 35 70 0 01 Feb 2019
Nearly Optimal Adaptive Procedure with Change Detection for Piecewise-Stationary Bandit Yang Cao Zheng Wen Branislav Kveton Yao Xie 57 95 0 11 Feb 2018
A Change-Detection based Framework for Piecewise-stationary Multi-Armed Bandit Problem Fang Liu Joohyung Lee Ness B. Shroff 54 116 0 08 Nov 2017
Efficient Contextual Bandits in Non-stationary Worlds Haipeng Luo Chen-Yu Wei Alekh Agarwal John Langford 57 131 0 05 Aug 2017
Taming Non-stationary Bandits: A Bayesian Approach Vishnu Raj Sheetal Kalyani 107 76 0 31 Jul 2017
Time-Varying Gaussian Process Bandit Optimization Ilija Bogunovic Jonathan Scarlett Volkan Cevher 84 96 0 25 Jan 2016
Learning in A Changing World: Restless Multi-Armed Bandit with Unknown Dynamics Haoyang Liu Keqin Liu Qing Zhao 108 159 0 22 Nov 2010