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Kevin Jamieson

First-Order Regret in Reinforcement Learning with Linear Function Approximation: A Robust Estimation Approach

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Dec 07, 2021
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Best Arm Identification with Safety Constraints

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Nov 23, 2021
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Practical, Provably-Correct Interactive Learning in the Realizable Setting: The Power of True Believers

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Nov 09, 2021
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Nearly Optimal Algorithms for Level Set Estimation

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Nov 02, 2021
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Selective Sampling for Online Best-arm Identification

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Nov 02, 2021
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Beyond No Regret: Instance-Dependent PAC Reinforcement Learning

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Aug 05, 2021
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Corruption Robust Active Learning

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Jun 21, 2021
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Improved Algorithms for Agnostic Pool-based Active Classification

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May 13, 2021
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High-Dimensional Experimental Design and Kernel Bandits

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May 12, 2021
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Improved Corruption Robust Algorithms for Episodic Reinforcement Learning

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Mar 08, 2021
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