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Tracking Most Significant Shifts in Nonparametric Contextual Bandits

11 July 2023

Papers citing "Tracking Most Significant Shifts in Nonparametric Contextual Bandits"

20 / 20 papers shown

Title
A Model Selection Approach for Corruption Robust Reinforcement Learning Chen-Yu Wei Christoph Dann Julian Zimmert 176 45 0 31 Dec 2024
Contextual Bandits for Unbounded Context Distributions Puning Zhao Xiaogang Xu Zhe Liu Huiwen Wu Qin Zhang Zong Ke Tianhang Zheng 278 10 0 19 Aug 2024
Tracking Most Significant Arm Switches in Bandits Joe Suk Samory Kpotufe 78 21 0 27 Dec 2021
Reinforcement Learning for Non-Stationary Markov Decision Processes: The Blessing of (More) Optimism Wang Chi Cheung D. Simchi-Levi Ruihao Zhu OffRL 81 96 0 24 Jun 2020
Bypassing the Monster: A Faster and Simpler Optimal Algorithm for Contextual Bandits under Realizability D. Simchi-Levi Yunzong Xu OffRL 404 112 0 28 Mar 2020
Beyond UCB: Optimal and Efficient Contextual Bandits with Regression Oracles Dylan J. Foster Alexander Rakhlin 371 213 0 12 Feb 2020
Corruption-robust exploration in episodic reinforcement learning Thodoris Lykouris Max Simchowitz Aleksandrs Slivkins Wen Sun 90 105 0 20 Nov 2019
Contextual Bandits with Continuous Actions: Smoothing, Zooming, and Adapting A. Krishnamurthy John Langford Aleksandrs Slivkins Chicheng Zhang OffRL 161 65 0 05 Feb 2019
A New Algorithm for Non-stationary Contextual Bandits: Efficient, Optimal, and Parameter-free Yifang Chen Chung-Wei Lee Haipeng Luo Chen-Yu Wei 154 134 0 03 Feb 2019
Randomized Allocation with Nonparametric Estimation for Contextual Multi-Armed Bandits with Delayed Rewards Sakshi Arya Yuhong Yang 50 22 0 03 Feb 2019
Practical Contextual Bandits with Regression Oracles Dylan J. Foster Alekh Agarwal Miroslav Dudík Haipeng Luo Robert Schapire 395 127 0 03 Mar 2018
Nearly Optimal Adaptive Procedure with Change Detection for Piecewise-Stationary Bandit Yang Cao Zheng Wen Branislav Kveton Yao Xie 63 96 0 11 Feb 2018
Nonparametric Stochastic Contextual Bandits M. Guan Heinrich Jiang 105 36 0 05 Jan 2018
A Change-Detection based Framework for Piecewise-stationary Multi-Armed Bandit Problem Fang Liu Joohyung Lee Ness B. Shroff 58 118 0 08 Nov 2017
Efficient Contextual Bandits in Non-stationary Worlds Haipeng Luo Chen-Yu Wei Alekh Agarwal John Langford 84 133 0 05 Aug 2017
Optimal Exploration-Exploitation in a Multi-Armed-Bandit Problem with Non-stationary Rewards Omar Besbes Y. Gur A. Zeevi 68 127 0 13 May 2014
The multi-armed bandit problem with covariates Vianney Perchet Philippe Rigollet 465 174 0 27 Oct 2011
Efficient Optimal Learning for Contextual Bandits Miroslav Dudík Daniel J. Hsu Satyen Kale Nikos Karampatziakis John Langford L. Reyzin Tong Zhang 197 303 0 13 Jun 2011
Nonparametric Bandits with Covariates Philippe Rigollet A. Zeevi 237 109 0 08 Mar 2010
Fast learning rates for plug-in classifiers Jean-Yves Audibert Alexandre B. Tsybakov 587 469 0 17 Aug 2007