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Jonathan N. Lee

EVOLvE: Evaluating and Optimizing LLMs For Exploration

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Oct 08, 2024
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Experiment Planning with Function Approximation

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Jan 10, 2024
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Supervised Pretraining Can Learn In-Context Reinforcement Learning

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Jun 26, 2023
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Estimating Optimal Policy Value in General Linear Contextual Bandits

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Feb 19, 2023
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Learning in POMDPs is Sample-Efficient with Hindsight Observability

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Feb 03, 2023
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Oracle Inequalities for Model Selection in Offline Reinforcement Learning

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Nov 03, 2022
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Model Selection in Batch Policy Optimization

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Dec 23, 2021
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Online Model Selection for Reinforcement Learning with Function Approximation

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Nov 19, 2020
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Accelerated Message Passing for Entropy-Regularized MAP Inference

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Jul 01, 2020
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Approximate Sherali-Adams Relaxations for MAP Inference via Entropy Regularization

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Jul 02, 2019
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