Eluder-based Regret for Stochastic Contextual MDPs

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Eluder-based Regret for Stochastic Contextual MDPs

27 November 2022

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Papers citing "Eluder-based Regret for Stochastic Contextual MDPs"

14 / 14 papers shown

Title
A General Framework for Sample-Efficient Function Approximation in Reinforcement Learning Zixiang Chen C. J. Li An Yuan Quanquan Gu Michael I. Jordan OffRL 147 27 0 30 Sep 2022
A Provably Efficient Model-Free Posterior Sampling Method for Episodic Reinforcement Learning Christoph Dann M. Mohri Tong Zhang Julian Zimmert OffRL 58 36 0 23 Aug 2022
Optimism in Face of a Context: Regret Guarantees for Stochastic Contextual MDP Orin Levy Yishay Mansour 40 7 0 22 Jul 2022
When Is Partially Observable Reinforcement Learning Not Scary? Qinghua Liu Alan Chung Csaba Szepesvári Chi Jin 64 98 0 19 Apr 2022
Learning Efficiently Function Approximation for Contextual MDP Orin Levy Yishay Mansour 48 7 0 02 Mar 2022
The Statistical Complexity of Interactive Decision Making Dylan J. Foster Sham Kakade Jian Qian Alexander Rakhlin 377 183 0 27 Dec 2021
Model-Based Reinforcement Learning with Value-Targeted Regression Alex Ayoub Zeyu Jia Csaba Szepesvári Mengdi Wang Lin F. Yang OffRL 99 305 0 01 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
Near-optimal Regret Bounds for Stochastic Shortest Path Alon Cohen Haim Kaplan Yishay Mansour Aviv A. Rosenberg 69 55 0 23 Feb 2020
Optimistic Policy Optimization with Bandit Feedback Yonathan Efroni Lior Shani Aviv A. Rosenberg Shie Mannor 66 90 0 19 Feb 2020
Beyond UCB: Optimal and Efficient Contextual Bandits with Regression Oracles Dylan J. Foster Alexander Rakhlin 371 213 0 12 Feb 2020
Practical Contextual Bandits with Regression Oracles Dylan J. Foster Alekh Agarwal Miroslav Dudík Haipeng Luo Robert Schapire 397 127 0 03 Mar 2018
Efficient Reinforcement Learning in Deterministic Systems with Value Function Generalization Zheng Wen Benjamin Van Roy 98 43 0 18 Jul 2013
Contextual Bandit Learning with Predictable Rewards Alekh Agarwal Miroslav Dudík Satyen Kale John Langford Robert Schapire OffRL 424 87 0 07 Feb 2012

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