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Direct Amortized Likelihood Ratio Estimation

AD Cobb, B Matejek, D Elenius, A Roy… - arXiv preprint arXiv …, 2023 - arxiv.org
Statistics paper stat.ML Suggest

… We introduce a new amortized likelihood ratio estimator for likelihood-free simulation-based inference (SBI). Our estimator is simple to train and estimates the likelihood …

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BibTeX

@misc{cobb2023direct,
title={Direct Amortized Likelihood Ratio Estimation},
author={Adam D. Cobb and Brian Matejek and Daniel Elenius and Anirban Roy and Susmit Jha},
year={2023},
eprint={2311.10571},
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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