HIGlow: Conditional Normalizing Flows for High-Fidelity HI Map Modeling

Reionization and the Cosmic Dawn with the Square Kilometre Array

Garrelt Mellema, Léon V. E. Koopmans, Filipe A. Abdalla, Gianni Bernardi, Benedetta Ciardi, Soobash Daiboo, A. G. de Bruyn, Kanan K. Datta, Heino Falcke, Andrea Ferrara, Ilian T. Iliev, Fabio Iocco, Vibor Jelić, Hannes Jensen, Ronniy Joseph, Panos Labroupoulos, Avery Meiksin, Andrei Mesinger, André R. Offringa, V. N. Pandey, Jonathan R. Pritchard, Mario G. Santos, Dominik J. Schwarz, Benoit Semelin, Harish Vedantham, Sarod Yatawatta, and Saleem Zaroubi · 2013

Earlier work this paper cites.

Lofar: The low-frequency array

Michael P van Haarlem, Michael W Wise, AW Gunst, George Heald, John P McKean, Jason WT Hessels, A Ger de Bruyn, Ronald Nijboer, John Swinbank, Richard Fallows, et al · 2013

Earlier work this paper cites.

Auto-encoding variational bayes

Original

Diederik P Kingma and Max Welling · 2013

Earlier work this paper cites.

Cosmology with the spherex all-sky spectral survey

Original

Olivier Doré, Jamie Bock, Matthew Ashby, Peter Capak, Asantha Cooray, Roland de Putter, Tim Eifler, Nicolas Flagey, Yan Gong, Salman Habib, et al · 2014

Earlier work this paper cites.

Nice: Non-linear independent components estimation

Original

Laurent Dinh, David Krueger, and Yoshua Bengio · 2014

Earlier work this paper cites.

Wide-field infrarred survey telescope-astrophysics focused telescope assets wfirst-afta 2015 report

Original

D Spergel, N Gehrels, C Baltay, D Bennett, J Breckinridge, M Donahue, A Dressler, BS Gaudi, T Greene, O Guyon, et al · 2015

Earlier work this paper cites.

The euclid mission design

Giuseppe D Racca, René Laureijs, Luca Stagnaro, Jean-Christophe Salvignol, José Lorenzo Alvarez, Gonzalo Saavedra Criado, Luis Gaspar Venancio, Alex Short, Paolo Strada, Tobias Bönke, et al · 2016

Earlier work this paper cites.

Density estimation using real nvp

Original

Laurent Dinh, Jascha Sohl-Dickstein, and Samy Bengio · 2016

Cited alongside, same era.

Hirax: a probe of dark energy and radio transients

LB Newburgh, K Bandura, MA Bucher, T-C Chang, HC Chiang, JF Cliche, R Davé, M Dobbs, C Clarkson, KM Ganga, et al · 2016

Cited alongside, same era.

Hydrogen epoch of reionization array (hera)

David R DeBoer, Aaron R Parsons, James E Aguirre, Paul Alexander, Zaki S Ali, Adam P Beardsley, Gianni Bernardi, Judd D Bowman, Richard F Bradley, Chris L Carilli, et al · 2017

Cited alongside, same era.

Glow: Generative flow with invertible 1x1 convolutions

Durk P Kingma and Prafulla Dhariwal · 2018

Cited alongside, same era.

Lsst: from science drivers to reference design and anticipated data products

Željko Ivezić, Steven M Kahn, J Anthony Tyson, Bob Abel, Emily Acosta, Robyn Allsman, David Alonso, Yusra AlSayyad, Scott F Anderson, John Andrew, et al · 2019

Cited alongside, same era.

Generative adversarial networks

Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2020

Later among the works it cites.

Structured output learning with conditional generative flows

You Lu and Bert Huang · 2020

Later among the works it cites.

Srflow: Learning the super-resolution space with normalizing flow

Andreas Lugmayr, Martin Danelljan, Luc Van Gool, and Radu Timofte · 2020

Later among the works it cites.

Normalizing flows for probabilistic modeling and inference

George Papamakarios, Eric T Nalisnick, Danilo Jimenez Rezende, Shakir Mohamed, and Balaji Lakshminarayanan · 2021

Later among the works it cites.

Hiflow: Generating diverse hi maps conditioned on cosmology using normalizing flow

Original

Sultan Hassan, Francisco Villaescusa-Navarro, Benjamin Wandelt, David N Spergel, Daniel Anglés-Alcázar, Shy Genel, Miles Cranmer, Greg L Bryan, Romeel Davé, Rachel S Somerville, et al · 2021

Later among the works it cites.