Search Results for author: Emma Brunskil

Found 2 papers, 1 papers with code

OPERA: Automatic Offline Policy Evaluation with Re-weighted Aggregates of Multiple Estimators

no code implementations27 May 2024 Allen Nie, Yash Chandak, Christina J. Yuan, Anirudhan Badrinath, Yannis Flet-Berliac, Emma Brunskil

Evaluating a new policy online without a confident estimate of its performance can lead to costly, unsafe, or hazardous outcomes, especially in education and healthcare.

Off-Policy Evaluation for Action-Dependent Non-Stationary Environments

1 code implementation24 Jan 2023 Yash Chandak, Shiv Shankar, Nathaniel D. Bastian, Bruno Castro da Silva, Emma Brunskil, Philip S. Thomas

Methods for sequential decision-making are often built upon a foundational assumption that the underlying decision process is stationary.

counterfactual Counterfactual Reasoning +2

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