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Fast cosmic web simulations with generative adversarial networks

27 January 2018

Papers citing "Fast cosmic web simulations with generative adversarial networks"

20 / 20 papers shown

Title
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 301 30,152 0 01 Mar 2022
Non-Gaussian information from weak lensing data via deep learning Arushi Gupta J. Z. Matilla Daniel J. Hsu Z. Haiman 42 66 0 04 Feb 2018
Estimating Cosmological Parameters from the Dark Matter Distribution Siamak Ravanbakhsh Junier Oliva S. Fromenteau Layne Price S. Ho J. Schneider Barnabás Póczós 68 75 0 06 Nov 2017
Cosmological model discrimination with Deep Learning Jorit Schmelzle Aurelien Lucchi T. Kacprzak A. Amara R. Sgier Alexandre Réfrégier Thomas Hofmann 66 38 0 17 Jul 2017
An Online Learning Approach to Generative Adversarial Networks Paulina Grnarova Kfir Y. Levy Aurelien Lucchi Thomas Hofmann Andreas Krause GAN 78 90 0 10 Jun 2017
CosmoGAN: creating high-fidelity weak lensing convergence maps using Generative Adversarial Networks M. Mustafa Deborah Bard W. Bhimji Z. Lukić Rami Al-Rfou J. Kratochvil GAN 87 124 0 07 Jun 2017
Stabilizing Training of Generative Adversarial Networks through Regularization Kevin Roth Aurelien Lucchi Sebastian Nowozin Thomas Hofmann GAN 68 447 0 25 May 2017
VEEGAN: Reducing Mode Collapse in GANs using Implicit Variational Learning Akash Srivastava Lazar Valkov Chris Russell Michael U. Gutmann Charles Sutton SyDa GAN 74 679 0 22 May 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 230 9,568 0 31 Mar 2017
Generative Adversarial Networks recover features in astrophysical images of galaxies beyond the deconvolution limit Kevin Schawinski Ce Zhang Hantian Zhang Lucas Fowler G. Santhanam GAN 67 188 0 01 Feb 2017
AdaGAN: Boosting Generative Models Ilya O. Tolstikhin Sylvain Gelly Olivier Bousquet Carl-Johann Simon-Gabriel Bernhard Schölkopf GAN 84 226 0 09 Jan 2017
Unrolled Generative Adversarial Networks Luke Metz Ben Poole David Pfau Jascha Narain Sohl-Dickstein GAN 129 1,005 0 07 Nov 2016
Enabling Dark Energy Science with Deep Generative Models of Galaxy Images Siamak Ravanbakhsh F. Lanusse Rachel Mandelbaum J. Schneider Barnabás Póczós 97 65 0 19 Sep 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 488 9,076 0 10 Jun 2016
f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization Sebastian Nowozin Botond Cseke Ryota Tomioka GAN 167 1,658 0 02 Jun 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 312 14,032 0 19 Nov 2015
LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop Feng Yu Ari Seff Yinda Zhang Shuran Song Thomas Funkhouser Jianxiong Xiao 121 2,346 0 10 Jun 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,433 0 22 Dec 2014
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 268 8,433 0 28 Nov 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 486 16,916 0 20 Dec 2013