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Simulation-Based Inference with Quantile Regression

H Jia - arXiv preprint arXiv:2401.02413, 2024 - arxiv.org
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We present Neural Quantile Estimation (NQE), a novel Simulation-Based Inference (SBI) method based on conditional quantile regression. NQE autoregressively learns …

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BibTeX

@misc{jia2024simulationbased,
title={Simulation-Based Inference with Quantile Regression},
author={He Jia},
year={2024},
eprint={2401.02413},
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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