A New Look at Dynamic Regret for Non-Stationary Stochastic Bandits

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A New Look at Dynamic Regret for Non-Stationary Stochastic Bandits

17 January 2022

Yasin Abbasi-Yadkori

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Papers citing "A New Look at Dynamic Regret for Non-Stationary Stochastic Bandits"

19 / 19 papers shown

Title
Non-Stationary Lipschitz Bandits Nicolas Nguyen Solenne Gaucher Claire Vernade 39 0 0 24 May 2025
Tracking Most Significant Shifts in Infinite-Armed Bandits Joe Suk Jung-hun Kim 106 1 0 31 Jan 2025
Diminishing Exploration: A Minimalist Approach to Piecewise Stationary Multi-Armed Bandits Kuan-Ta Li Ping-Chun Hsieh Yu-Chih Huang 58 1 0 08 Oct 2024
Variance-Dependent Regret Bounds for Non-stationary Linear Bandits Zhiyong Wang Jize Xie Yi Chen J. C. Lui Dongruo Zhou 77 1 0 15 Mar 2024
Non-Stationary Contextual Bandit Learning via Neural Predictive Ensemble Sampling Zheqing Zhu Yueyang Liu Xu Kuang Benjamin Van Roy AI4TS 64 0 0 11 Oct 2023
Tracking Most Significant Shifts in Nonparametric Contextual Bandits Joe Suk Samory Kpotufe 86 6 0 11 Jul 2023
Goal-oriented inference of environment from redundant observations Kazuki Takahashi T. Fukai Y. Sakai T. Takekawa 69 0 0 08 May 2023
Revisiting Weighted Strategy for Non-stationary Parametric Bandits Jing Wang Peng Zhao Zhihong Zhou 47 6 0 05 Mar 2023
MNL-Bandit in non-stationary environments Ayoub Foussoul Vineet Goyal Varun Gupta 68 3 0 04 Mar 2023
A Definition of Non-Stationary Bandits Yueyang Liu Kuang Xu Benjamin Van Roy 112 11 0 23 Feb 2023
When Can We Track Significant Preference Shifts in Dueling Bandits? Joe Suk Arpit Agarwal 85 4 0 13 Feb 2023
An Information-Theoretic Analysis of Nonstationary Bandit Learning Seungki Min Daniel Russo 89 7 0 09 Feb 2023
ANACONDA: An Improved Dynamic Regret Algorithm for Adaptive Non-Stationary Dueling Bandits Thomas Kleine Buening Aadirupa Saha 72 7 0 25 Oct 2022
Event-Triggered Time-Varying Bayesian Optimization Paul Brunzema Alexander von Rohr Friedrich Solowjow Sebastian Trimpe 87 8 0 23 Aug 2022
Near-Optimal Goal-Oriented Reinforcement Learning in Non-Stationary Environments Liyu Chen Haipeng Luo 90 8 0 25 May 2022
Non-Stationary Bandit Learning via Predictive Sampling Yueyang Liu Kuang Xu Benjamin Van Roy 124 18 0 04 May 2022
Non-stationary Bandits and Meta-Learning with a Small Set of Optimal Arms Javad Azizi T. Duong Yasin Abbasi-Yadkori András Gyorgy Claire Vernade Mohammad Ghavamzadeh 90 8 0 25 Feb 2022
Adaptive Experimentation in the Presence of Exogenous Nonstationary Variation Chao Qin Daniel Russo 114 7 0 18 Feb 2022
Tracking Most Significant Arm Switches in Bandits Joe Suk Samory Kpotufe 82 21 0 27 Dec 2021