off-policy evaluation

Artificial Intelligence Machine Learning

On the Curses of Future and History in Future-dependent Value Functions for Off-policy Evaluation

root February 24, 2024 0

The article delves into the study of off-policy evaluation (OPE) in environments with complex observations, aiming to develop estimators that can avoid exponential dependence on the horizon. The authors explore…

Machine Learning

Sample Complexity of Preference-Based Nonparametric Off-Policy Evaluation with Deep Networks

root October 17, 2023 0

The study focuses on off-policy evaluation (OPE) in reinforcement learning using human preference data. The authors explore the sample efficiency of OPE, establishing a statistical guarantee for it. They approach…

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off-policy evaluation

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