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Deducing Neutron Star Equation of State from Telescope Spectra with Machine-learning-derived Likelihoods

D Farrell, P Baldi, J Ott, A Ghosh, AW Steiner… - arXiv preprint arXiv …, 2023 - arxiv.org
Astrophysics paper astro-ph.HE Suggest

… In astrophysical contexts such as regression of neutron star parameters where the likelihood is not tractable and analytical inversion is not feasible, simulation-based inference …

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BibTeX

@misc{farrell2024deducingneutronstarequation,
title={Deducing Neutron Star Equation of State from Telescope Spectra with Machine-learning-derived Likelihoods},
author={Delaney Farrell and Pierre Baldi and Jordan Ott and Aishik Ghosh and Andrew W. Steiner and Atharva Kavitkar and Lee Lindblom and Daniel Whiteson and Fridolin Weber},
year={2024},
eprint={2305.07442},
archivePrefix={arXiv},
primaryClass={astro-ph.HE},
url={https//arxiv.org/abs/2305.07442},
}

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