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Balancing Simulation-based Inference for Conservative Posteriors

A Delaunoy, BK Miller, P Forré, C Weniger… - arXiv preprint arXiv …, 2023 - arxiv.org
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Conservative inference is a major concern in simulation-based inference. It has been shown that commonly used algorithms can produce overconfident posterior …

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@misc{delaunoy2023balancing,
title={Balancing Simulation-based Inference for Conservative Posteriors},
author={Arnaud Delaunoy and Benjamin Kurt Miller and Patrick Forré and Christoph Weniger and Gilles Louppe},
year={2023},
eprint={2304.10978},
archivePrefix={arXiv},
primaryClass={id='stat.ML' full_name='Machine Learning' is_active=True alt_name=None in_archive='stat' is_general=False description='Covers machine learning papers (supervised, unsupervised, semi-supervised learning, graphical models, reinforcement learning, bandits, high dimensional inference, etc.) with a statistical or theoretical grounding'}
}

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