Citation
Please consider citing the relevant papers if you use CAMELS data.
CAMELS
If you use CAMELS data you may consider citing the CAMELS presentation, first data release, and second data release papers:
@ARTICLE{CAMELS_presentation,
author = {{Villaescusa-Navarro}, Francisco and {Angl{\'e}s-Alc{\'a}zar}, Daniel and {Genel}, Shy and {Spergel}, David N. and {Somerville}, Rachel S. and {Dave}, Romeel and {Pillepich}, Annalisa and {Hernquist}, Lars and {Nelson}, Dylan and {Torrey}, Paul and {Narayanan}, Desika and {Li}, Yin and {Philcox}, Oliver and {La Torre}, Valentina and {Maria Delgado}, Ana and {Ho}, Shirley and {Hassan}, Sultan and {Burkhart}, Blakesley and {Wadekar}, Digvijay and {Battaglia}, Nicholas and {Contardo}, Gabriella and {Bryan}, Greg L.},
title = "{The CAMELS Project: Cosmology and Astrophysics with Machine-learning Simulations}",
journal = {\apj},
keywords = {Cosmology, Cosmological parameters from large-scale structure, Galaxy formation, Astrostatistics, 343, 340, 595, 1882, Astrophysics - Cosmology and Nongalactic Astrophysics, Astrophysics - Astrophysics of Galaxies, Astrophysics - Instrumentation and Methods for Astrophysics},
year = 2021,
month = jul,
volume = {915},
number = {1},
eid = {71},
pages = {71},
doi = {10.3847/1538-4357/abf7ba},
archivePrefix = {arXiv},
eprint = {2010.00619},
primaryClass = {astro-ph.CO},
adsurl = {https://ui.adsabs.harvard.edu/abs/2021ApJ...915...71V},
adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}
@ARTICLE{CAMELS_DR1,
author = {{Villaescusa-Navarro}, Francisco and {Genel}, Shy and {Angl{\'e}s-Alc{\'a}zar}, Daniel and {Perez}, Lucia A. and {Villanueva-Domingo}, Pablo and {Wadekar}, Digvijay and {Shao}, Helen and {Mohammad}, Faizan G. and {Hassan}, Sultan and {Moser}, Emily and {Lau}, Erwin T. and {Machado Poletti Valle}, Luis Fernando and {Nicola}, Andrina and {Thiele}, Leander and {Jo}, Yongseok and {Philcox}, Oliver H.~E. and {Oppenheimer}, Benjamin D. and {Tillman}, Megan and {Hahn}, ChangHoon and {Kaushal}, Neerav and {Pisani}, Alice and {Gebhardt}, Matthew and {Delgado}, Ana Maria and {Caliendo}, Joyce and {Kreisch}, Christina and {Wong}, Kaze W.~K. and {Coulton}, William R. and {Eickenberg}, Michael and {Parimbelli}, Gabriele and {Ni}, Yueying and {Steinwandel}, Ulrich P. and {La Torre}, Valentina and {Dave}, Romeel and {Battaglia}, Nicholas and {Nagai}, Daisuke and {Spergel}, David N. and {Hernquist}, Lars and {Burkhart}, Blakesley and {Narayanan}, Desika and {Wandelt}, Benjamin and {Somerville}, Rachel S. and {Bryan}, Greg L. and {Viel}, Matteo and {Li}, Yin and {Irsic}, Vid and {Kraljic}, Katarina and {Marinacci}, Federico and {Vogelsberger}, Mark},
title = "{The CAMELS Project: Public Data Release}",
journal = {\apjs},
keywords = {Cosmology, Hydrodynamical simulations, Astrostatistics, Galaxy formation, Astrophysics - Cosmology and Nongalactic Astrophysics, Astrophysics - Astrophysics of Galaxies, Astrophysics - Instrumentation and Methods for Astrophysics, Computer Science - Artificial Intelligence, Computer Science - Machine Learning},
year = 2023,
month = apr,
volume = {265},
number = {2},
eid = {54},
pages = {54},
doi = {10.3847/1538-4365/acbf47},
archivePrefix = {arXiv},
eprint = {2201.01300},
primaryClass = {astro-ph.CO},
adsurl = {https://ui.adsabs.harvard.edu/abs/2023ApJS..265...54V},
adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}
@ARTICLE{CAMELS_DR2,
author = {{Ni}, Yueying and {Genel}, Shy and {Angl{\'e}s-Alc{\'a}zar}, Daniel and {Villaescusa-Navarro}, Francisco and {Jo}, Yongseok and {Bird}, Simeon and {Di Matteo}, Tiziana and {Croft}, Rupert and {Chen}, Nianyi and {de Santi}, Natal{\'\i} S.~M. and {Gebhardt}, Matthew and {Shao}, Helen and {Pandey}, Shivam and {Hernquist}, Lars and {Dave}, Romeel},
title = "{The CAMELS Project: Expanding the Galaxy Formation Model Space with New ASTRID and 28-parameter TNG and SIMBA Suites}",
journal = {\apj},
keywords = {Large-scale structure of the universe, Hydrodynamical simulations, 902, 767, Astrophysics - Cosmology and Nongalactic Astrophysics, Astrophysics - Astrophysics of Galaxies, Computer Science - Machine Learning},
year = 2023,
month = dec,
volume = {959},
number = {2},
eid = {136},
pages = {136},
doi = {10.3847/1538-4357/ad022a},
archivePrefix = {arXiv},
eprint = {2304.02096},
primaryClass = {astro-ph.CO},
adsurl = {https://ui.adsabs.harvard.edu/abs/2023ApJ...959..136N},
adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}
CAMELS photometry
If you use data from the CAMELS photometry catalogues please consider citing the CAMELS photometry release paper
@misc{lovell2024learninguniversecosmologicalastrophysical,
title={Learning the Universe: Cosmological and Astrophysical Parameter Inference with Galaxy Luminosity Functions and Colours},
author={Christopher C. Lovell and Tjitske Starkenburg and Matthew Ho and Daniel Anglés-Alcázar and Romeel Davé and Austen Gabrielpillai and Kartheik Iyer and Alice E. Matthews and William J. Roper and Rachel Somerville and Laura Sommovigo and Francisco Villaescusa-Navarro},
year={2024},
eprint={2411.13960},
archivePrefix={arXiv},
primaryClass={astro-ph.GA},
url={https://arxiv.org/abs/2411.13960},
}
CAMELS-SAM
If you use data from CAMELS-SAM please consider citing the CAMELS-SAM paper
@ARTICLE{CAMELS-SAM,
author = {{Perez}, Lucia A. and {Genel}, Shy and {Villaescusa-Navarro}, Francisco and {Somerville}, Rachel S. and {Gabrielpillai}, Austen and {Angl{\'e}s-Alc{\'a}zar}, Daniel and {Wandelt}, Benjamin D. and {Yung}, L.~Y. Aaron},
title = "{Constraining Cosmology with Machine Learning and Galaxy Clustering: The CAMELS-SAM Suite}",
journal = {\apj},
keywords = {Large-scale structure of the universe, Neural networks, Cosmological parameters from large-scale structure, N-body simulations, Galaxy formation, 902, 1933, 340, 1083, 595, Astrophysics - Astrophysics of Galaxies, Astrophysics - Cosmology and Nongalactic Astrophysics},
year = 2023,
month = sep,
volume = {954},
number = {1},
eid = {11},
pages = {11},
doi = {10.3847/1538-4357/accd52},
archivePrefix = {arXiv},
eprint = {2204.02408},
primaryClass = {astro-ph.GA},
adsurl = {https://ui.adsabs.harvard.edu/abs/2023ApJ...954...11P},
adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}
CAMELS Multifield Dataset
If you use data from the CAMELS Multifield Dataset (CMD) consider citing the CMD paper
@ARTICLE{CMD,
author = {{Villaescusa-Navarro}, Francisco and {Genel}, Shy and {Angl{\'e}s-Alc{\'a}zar}, Daniel and {Thiele}, Leander and {Dave}, Romeel and {Narayanan}, Desika and {Nicola}, Andrina and {Li}, Yin and {Villanueva-Domingo}, Pablo and {Wandelt}, Benjamin and {Spergel}, David N. and {Somerville}, Rachel S. and {Zorrilla Matilla}, Jose Manuel and {Mohammad}, Faizan G. and {Hassan}, Sultan and {Shao}, Helen and {Wadekar}, Digvijay and {Eickenberg}, Michael and {Wong}, Kaze W.~K. and {Contardo}, Gabriella and {Jo}, Yongseok and {Moser}, Emily and {Lau}, Erwin T. and {Machado Poletti Valle}, Luis Fernando and {Perez}, Lucia A. and {Nagai}, Daisuke and {Battaglia}, Nicholas and {Vogelsberger}, Mark},
title = "{The CAMELS Multifield Data Set: Learning the Universe's Fundamental Parameters with Artificial Intelligence}",
journal = {\apjs},
keywords = {Cosmological parameters from large-scale structure, Magnetohydrodynamical simulations, Astrostatistics, N-body simulations, 340, 1966, 1882, 1083, Computer Science - Machine Learning, Astrophysics - Cosmology and Nongalactic Astrophysics, Astrophysics - Astrophysics of Galaxies, Astrophysics - Instrumentation and Methods for Astrophysics, Computer Science - Computer Vision and Pattern Recognition},
year = 2022,
month = apr,
volume = {259},
number = {2},
eid = {61},
pages = {61},
doi = {10.3847/1538-4365/ac5ab0},
archivePrefix = {arXiv},
eprint = {2109.10915},
primaryClass = {cs.LG},
adsurl = {https://ui.adsabs.harvard.edu/abs/2022ApJS..259...61V},
adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}