Fetching the paper…

Reading the bibliography…

2019

HIGAN: Cosmic Neutral Hydrogen with Generative Adversarial Networks

Zamudio-Fernandez, Juan, Okan, Atakan, Villaescusa-Navarro, Francisco et al.

Original
PDF
Post on X

Understand

One of the most promising ways to observe the Universe is by detecting the 21cm emission from cosmic neutral hydrogen (HI) through radio-telescopes.

Those observations can shed light on fundamental astrophysical questions only if accurate theoretical predictions are available.
In order to maximize the scientific return of these surveys, those predictions need to include different observables and be precise on non-linear scales.
Currently, one of the best ways to achieve this is via cosmological hydrodynamic simulations; however, the computational cost of these simulations is high -- tens of millions of CPU hours.

HIGAN: Cosmic Neutral Hydrogen with Generative Adversarial Networks · Around

Built on

Zhang, X., Wang, Y., Zhang, W., et al. 2019, arXiv e-prints, arXiv:1902.05965
Original
1902
Earlier work this paper cites.
Ramanah, D. K., Charnock, T., & Lavaux, G. 2019, arXiv:1903.10524 [astro-ph.CO]
Original
1903
Earlier work this paper cites.
Modi, C., Castorina, E., Feng, Y., & White, M. 2019, arXiv e-prints, arXiv:1904.11923
Original
1904
Earlier work this paper cites.
Croft, R. A. C., Weinberg, D. H., Katz, N., & Hernquist, L. 1998, ApJ, 495, 44
1998
Earlier work this paper cites.
Bharadwaj, S., Nath, B. B., & Sethi, S. K. 2001, Journal of Astrophysics and Astronomy, 22, 21
2001
Earlier work this paper cites.
Bharadwaj, S., & Sethi, S. K. 2001, Journal of Astrophysics and Astronomy, 22, 293
2001
Earlier work this paper cites.
Battye, R. A., Davies, R. D., & Weller, J. 2004, Mon.Not.Roy.Astron.Soc., 355, 1339
2004
Earlier work this paper cites.
McQuinn, M., Zahn, O., Zaldarriaga, M., Hernquist, L., & Furlanetto, S. R. 2006, ApJ, 653, 815
2006
Earlier work this paper cites.
Chang, T.-C., Pen, U.-L., Peterson, J. B., & McDonald, P. 2008, Physical Review Letters, 100, 091303
2008
Earlier work this paper cites.
Loeb, A., & Wyithe, J. S. B. 2008, Physical Review Letters, 100, 161301
2008
Earlier work this paper cites.
Barnes, L. A., & Haehnelt, M. G. 2014, MNRAS, 440, 2313
2014
Earlier work this paper cites.
Goodfellow, I., Pouget-Abadie, J., Mirza, M., et al. 2014, in Advances in Neural Information Processing Systems 27, ed. Z. Ghahramani, M. Welling, C. Cortes, N. D. Lawrence, & K. Q. Weinberger (Curran Associates, Inc.), 2672
2014
Earlier work this paper cites.
Bull, P., Ferreira, P. G., Patel, P., & Santos, M. G. 2015, ApJ, 803, 21
2015
Earlier work this paper cites.
Santos, M. G., Bull, P., Alonso, D., et al. 2015, ArXiv e-prints, arXiv:1501.03989
Original
2015
Earlier work this paper cites.
Villaescusa-Navarro, F., Bull, P., & Viel, M. 2015, ApJ, 814, 146
2015
Earlier work this paper cites.

Similar

Banerjee, A., & Dalal, N. 2016, JCAP, 1611, 015
2016
Cited alongside, same era.
Pakmor, R., Weinberger, R., Springel, V., et al. 2016, Monthly Notices of the Royal Astronomical Society, 465, 3291
2016
Cited alongside, same era.
Radford, A., Metz, L., & Chintala, S. 2016, in 4th International Conference on Learning Representations, ICLR 2016, San Juan, Puerto Rico, May 2-4, 2016, Conference Track Proceedings
Original
2016
Cited alongside, same era.
Ravanbakhsh, S., Lanusse, F., Mandelbaum, R., Schneider, J., & Poczos, B. 2016, arXiv:1609.05796 [astro-ph.IM]
Original
2016
Cited alongside, same era.
Arjovsky, M., Chintala, S., & Bottou, L. 2017, CoRR, abs/1701.07875 , arXiv:1701.07875
Original
2017
Cited alongside, same era.

Then

Weinberger, R., Pakmor, R., Springel, V., et al. 2017, Monthly Notices of the Royal Astronomical Society, 475, 676
2017
Later among the works it cites.
Ansari, R., et al. 2018, arXiv:1810.09572 [astro-ph.CO]
Original
2018
Later among the works it cites.
Caldeira, J., Wu, W. L. K., Nord, B., et al. 2018, arXiv e-prints, arXiv:1810.01483
Original
2018
Later among the works it cites.
He, S., Li, Y., Feng, Y., et al. 2018, Learning to Predict the Cosmological Structure Formation, arXiv:1811.06533
Original
2018
Later among the works it cites.
Hernquist, L., Naiman, J. P., Pillepich, A., et al. 2018, Monthly Notices of the Royal Astronomical Society, 477, 1206
2018
Later among the works it cites.

Beyond the bibliography

alphaXiv searches the wider corpus for related work and actual follow-ups.

Open on alphaXiv

alphaXiv is searching for related work…

Castorina, E., & Villaescusa-Navarro, F. 2017, MNRAS, 471, 1788

2017

Cited alongside, same era.

Fowler, L., Schawinski, K., Santhanam, G. K., Zhang, H., & Zhang, C. 2017, Monthly Notices of the Royal Astronomical Society: Letters, 467, L110

2017

Cited alongside, same era.

Gulrajani, I., Ahmed, F., Arjovsky, M., Dumoulin, V., & Courville, A. C. 2017, CoRR, abs/1704.00028 , arXiv:1704.00028

2017

Cited alongside, same era.

Kauffmann, G., Nelson, D., Pillepich, A., et al. 2017, Monthly Notices of the Royal Astronomical Society, 475, 624

2017

Cited alongside, same era.

Li, C., Chang, W., Cheng, Y., Yang, Y., & Póczos, B. 2017, CoRR, abs/1705.08584 , arXiv:1705.08584

2017

Cited alongside, same era.

Mustafa, M., Bard, D., Bhimji, W., Al-Rfou’, R., & Lukic, Z. 2017, CoRR, abs/1706.02390

2017

Cited alongside, same era.

Pillepich, A., Naiman, J. P., Hernquist, L., et al. 2017, Monthly Notices of the Royal Astronomical Society, 475, 648

2017

Cited alongside, same era.

La Plante, P., & Ntampaka, M. 2018, arXiv e-prints, arXiv:1810.08211

2018

Later among the works it cites.

Obuljen, A., Castorina, E., Villaescusa-Navarro, F., & Viel, M. 2018, Journal of Cosmology and Astro-Particle Physics, 2018, 004

2018

Later among the works it cites.

Peel, A., Lalande, F., Starck, J.-L., et al. 2018, arXiv e-prints, arXiv:1810.11030

2018

Later among the works it cites.

Pillepich, A., et al. 2018, Mon. Not. Roy. Astron. Soc., 473, 4077

2018

Later among the works it cites.

Rodríguez, A. C., Kacprzak, T., Lucchi, A., et al. 2018, Computational Astrophysics and Cosmology, 5, 4

2018

Later among the works it cites.

Shirasaki, M., Yoshida, N., & Ikeda, S. 2018, arXiv e-prints, arXiv:1812.05781

2018

Later among the works it cites.

Villaescusa-Navarro, F., Genel, S., Castorina, E., et al. 2018, The Astrophysical Journal, 866, 135

2018

Later among the works it cites.

Vogelsberger, M., Torrey, P., Marinacci, F., et al. 2018, Monthly Notices of the Royal Astronomical Society, 480, 5113

2018

Later among the works it cites.

Merten, J., Giocoli, C., Baldi, M., et al. 2019, MNRAS, 961

2019

Closest in time.