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We present zephyr, a novel method that integrates cutting-edge normalizing flow techniques into a mixture density estimation framework, enabling the effective use of heterogeneous training data for photometric redshift inference.
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2000
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Academic Press, 2003
S. Dodelson, Modern Cosmology · 2003
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Oxford University Press, 2008
S. Weinberg, Cosmology · 2008
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G. B. Brammer, P. G. van Dokkum, and P. Coppi, “EAZY: A Fast, Public Photometric Redshift Code,” The Astrophysical Journal
2008
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Cambridge University Press, 2010
H. Mo, F. C. van den Bosch, and S. White, Galaxy Formation and Evolution · 2010
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G. B. Brammer, P. G. van Dokkum, M. Franx, M. Fumagalli, S. Patel, H.-W. Rix, R. E. Skelton, M. Kriek, E. Nelson, K. B. Schmidt, R. Bezanson, E. da Cunha, D. K. Erb, X. Fan, N. F. Schreiber, G. D. Illingworth, I. Labbé, J. Leja, B. Lundgren, D. Magee, D. Marchesini, P. McCarthy, I. Momcheva, A. Muzzin, R. Quadri, C. C. Steidel, T. Tal, D. Wake, K. E. Whitaker, and A. Williams, “3d-hst: A wide-field grism spectroscopic survey with the hubble space telescope*,” The Astrophysical Journal Supplement Series
2012
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R. J. Cool, J. Moustakas, M. R. Blanton, S. M. Burles, A. L. Coil, D. J. Eisenstein, K. C. Wong, G. Zhu, J. Aird, R. A. Bernstein, A. S. Bolton, D. W. Hogg, and A. J. Mendez, “The prism multi-object survey (primus). ii. data reduction and redshift fitting,” The Astrophysical Journal
2013
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M. Kriek, A. E. Shapley, N. A. Reddy, B. Siana, A. L. Coil, B. Mobasher, W. R. Freeman, L. de Groot, S. H. Price, R. Sanders, I. Shivaei, G. B. Brammer, I. G. Momcheva, R. E. Skelton, P. G. van Dokkum, K. E. Whitaker, J. Aird, M. Azadi, M. Kassis, J. S. Bullock, C. Conroy, R. Davé, D. Kereš, and M. Krumholz, “The mosfire deep evolution field (mosdef) survey: Rest-frame optical spectroscopy for ∼ \sim 1500 h-selected galaxies at,” The Astrophysical Journal Supplement Series
2015
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I. Sadeh, F. B. Abdalla, and O. Lahav, “ANNz2: Photometric Redshift and Probability Distribution Function Estimation using Machine Learning,” Publications of the Astronomical Society of the Pacific
2016
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C. Laigle, H. J. McCracken, O. Ilbert, B. C. Hsieh, I. Davidzon, P. Capak, G. Hasinger, J. D. Silverman, C. Pichon, J. Coupon, H. Aussel, D. L. Borgne, K. Caputi, P. Cassata, Y.-Y. Chang, F. Civano, J. Dunlop, J. Fynbo, J. S. Kartaltepe, A. Koekemoer, O. L. Fè vre, E. L. Floc’h, A. Leauthaud, S. Lilly, L. Lin, S. Marchesi, B. Milvang-Jensen, M. Salvato, D. B. Sanders, N. Scoville, V. Smolcic, M. Stockmann, Y. Taniguchi, L. Tasca, S. Toft, M. Vaccari, and J. Zabl, “The cosmos2015 catalog: Exploring the 1<z<6 universe with half a million galaxies,” The Astrophysical Journal Supplement Series
2016
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B. Leistedt and D. W. Hogg, “Data-driven, interpretable photometric redshifts trained on heterogeneous and unrepresentative data,” The Astrophysical Journal
2017
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D. C. Masters, D. K. Stern, J. G. Cohen, P. L. Capak, J. D. Rhodes, F. J. Castander, and S. Paltani, “The Complete Calibration of the Color-Redshift Relation (C3R2) Survey: Survey Overview and Data Release 1,” The Astrophysical Journal
2017
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R. Mandelbaum, “Weak lensing for precision cosmology,” Annual Review of Astronomy and Astrophysics
2018
Cited alongside, same era.
G. Hasinger, P. Capak, M. Salvato, A. J. Barger, L. L. Cowie, A. Faisst, S. Hemmati, Y. Kakazu, J. Kartaltepe, D. Masters, B. Mobasher, H. Nayyeri, D. Sanders, N. Z. Scoville, H. Suh, C. Steinhardt, and F. Yang, “The DEIMOS 10k spectroscopic survey catalog of the COSMOS field,” The Astrophysical Journal
2018
Cited alongside, same era.
M. W. Abruzzo and Z. Haiman, “The impact of photometric redshift errors on lensing statistics in ray-tracing simulations,” Monthly Notices of the Royal Astronomical Society
2019
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S. Yuan, C. Pan, X. Liu, Q. Wang, and Z. Fan, “Cosmological Studies from Tomographic Weak Lensing Peak Abundances and Impacts of Photo-z Errors,” The Astrophysical Journal
2019
Cited alongside, same era.
A. van der Wel, R. Bezanson, F. D’Eugenio, C. Straatman, M. Franx, J. van Houdt, M. V. Maseda, A. Gallazzi, P.-F. Wu, C. Pacifici, I. Barisic, G. B. Brammer, J. C. Munoz-Mateos, S. Vervalcke, S. Zibetti, D. Sobral, A. de Graaff, J. Calhau, Y. Kaushal, A. Muzzin, E. F. Bell, and P. G. van Dokkum, “The large early galaxy astrophysics census (lega-c) data release 3: 3000 high-quality spectra of ks-selected galaxies at z>0.6,” The Astrophysical Journal Supplement Series
2021
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A. I. Malz and D. W. Hogg, “How to Obtain the Redshift Distribution from Probabilistic Redshift Estimates,” The Astrophysical Journal
2022
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J. Laur, E. Tempel, A. Tamm, R. Kipper, L. J. Liivamägi, A. Hernán-Caballero, M. M. Muru, J. Chaves-Montero, L. A. Díaz-García, S. Turner, T. Tuvikene, C. Queiroz, C. R. Bom, J. A. Fernández-Ontiveros, R. M. González Delgado, T. Civera, R. Abramo, J. Alcaniz, N. Benítez, S. Bonoli, S. Carneiro, J. Cenarro, D. Cristóbal-Hornillos, R. Dupke, A. Ederoclite, C. López-Sanjuan, A. Marín-Franch, C. M. de Oliveira, M. Moles, L. Sodré, K. Taylor, J. Varela, and H. Vázquez Ramió, “TOPz: Photometric redshifts for J-PAS,” Astronomy and Astrophysics
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2019
Cited alongside, same era.
J. S. Speagle, A. Leauthaud, S. Huang, C. P. Bradshaw, F. Ardila, P. L. Capak, D. J. Eisenstein, D. C. Masters, R. Mandelbaum, S. More, M. Simet, and C. Sifón, “Galaxy-Galaxy lensing in HSC: Validation tests and the impact of heterogeneous spectroscopic training sets,” Monthly Notices of the Royal Astronomical Society
2019
Cited alongside, same era.
C. Durkan, A. Bekasov, I. Murray, and G. Papamakarios, “Neural spline flows,” 2019
2019
Cited alongside, same era.
D. C. Masters, D. K. Stern, J. G. Cohen, P. L. Capak, S. A. Stanford, N. Hernitschek, A. Galametz, I. Davidzon, J. D. Rhodes, D. Sanders, B. Mobasher, F. Castander, K. Pruett, and S. Fotopoulou, “The Complete Calibration of the Color-Redshift Relation (C3R2) Survey: Analysis and Data Release 2,” The Astrophysical Journal
2019
Cited alongside, same era.
R. Ahumada, C. Allende Prieto, A. Almeida, F. Anders, S. F. Anderson, B. H. Andrews, B. Anguiano, R. Arcodia, E. Armengaud, M. Aubert, and et al., “The 16th Data Release of the Sloan Digital Sky Surveys: First Release from the APOGEE-2 Southern Survey and Full Release of eBOSS Spectra,” The Astrophysical Journal Supplement Series
2020
Cited alongside, same era.
J. Leja, J. S. Speagle, B. D. Johnson, C. Conroy, P. van Dokkum, and M. Franx, “A New Census of the 0.2 < z < 3.0 Universe. I. The Stellar Mass Function,” The Astrophysical Journal
2020
Cited alongside, same era.
2020
Cited alongside, same era.
S. J. Schmidt, A. I. Malz, J. Y. H. Soo, I. A. Almosallam, M. Brescia, S. Cavuoti, J. Cohen-Tanugi, A. J. Connolly, J. DeRose, P. E. Freeman, M. L. Graham, K. G. Iyer, M. J. Jarvis, J. B. Kalmbach, E. Kovacs, A. B. Lee, G. Longo, C. B. Morrison, J. A. Newman, E. Nourbakhsh, E. Nuss, T. Pospisil, H. Tranin, R. H. Wechsler, R. Zhou, R. Izbicki, and LSST Dark Energy Science Collaboration, “Evaluation of probabilistic photometric redshift estimation approaches for The Rubin Observatory Legacy Survey of Space and Time (LSST),” Monthly Notices of the Royal Astronomical Society
2020
Cited alongside, same era.
2022
Later among the works it cites.
2022
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J. Leja, J. S. Speagle, Y.-S. Ting, B. D. Johnson, C. Conroy, K. E. Whitaker, E. J. Nelson, P. van Dokkum, and M. Franx, “A New Census of the 0.2 < z < 3.0 Universe. II. The Star-forming Sequence,” The Astrophysical Journal
2022
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2022
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H. Aihara, Y. AlSayyad, M. Ando, R. Armstrong, J. Bosch, E. Egami, H. Furusawa, J. Furusawa, S. Harasawa, Y. Harikane, B.-C. Hsieh, H. Ikeda, K. Ito, I. Iwata, T. Kodama, M. Koike, M. Kokubo, Y. Komiyama, X. Li, Y. Liang, Y.-T. Lin, R. H. Lupton, N. B. Lust, L. A. MacArthur, K. Mawatari, S. Mineo, H. Miyatake, S. Miyazaki, S. More, T. Morishima, H. Murayama, K. Nakajima, F. Nakata, A. J. Nishizawa, M. Oguri, N. Okabe, Y. Okura, Y. Ono, K. Osato, M. Ouchi, Y.-C. Pan, A. A. Plazas Malagón, P. A. Price, S. L. Reed, E. S. Rykoff, T. Shibuya, M. Simunovic, M. A. Strauss, K. Sugimori, Y. Suto, N. Suzuki, M. Takada, Y. Takagi, T. Takata, S. Takita, M. Tanaka, S. Tang, D. S. Taranu, T. Terai, Y. Toba, E. L. Turner, H. Uchiyama, B. Vijarnwannaluk, C. Z. Waters, Y. Yamada, N. Yamamoto, and T. Yamashita, “Third data release of the Hyper Suprime-Cam Subaru Strategic Program,” Publications of the Astronomical Society of Japan
2022
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2023
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2023
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2023
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