Enabling Dark Energy Science with Deep Generative Models of Galaxy Images

19 September 2016

Papers citing "Enabling Dark Energy Science with Deep Generative Models of Galaxy Images"

23 / 23 papers shown

Title
Embedding-Aligned Language Models Guy Tennenholtz Yinlam Chow Chih-Wei Hsu Lior Shani Ethan Liang Craig Boutilier AIFin 37 1 0 24 May 2024
Conditional deep generative models as surrogates for spatial field solution reconstruction with quantified uncertainty in Structural Health Monitoring applications Nicholas E. Silionis Theodora Liangou K. Anyfantis AI4CE 26 0 0 14 Feb 2023
Astronomia ex machina: a history, primer, and outlook on neural networks in astronomy Michael J. Smith James E. Geach 37 32 0 07 Nov 2022
StressGAN: A Generative Deep Learning Model for 2D Stress Distribution Prediction Haoliang Jiang Zhenguo Nie Roselyn Yeo A. Farimani L. Kara GAN 54 18 0 30 May 2020
HPC AI500: A Benchmark Suite for HPC AI Systems Zihan Jiang Wanling Gao Lei Wang Xingwang Xiong Yuchen Zhang ... Yunquan Zhang Shengzhong Feng KenLi Li Weijia Xu Jianfeng Zhan ELM 24 40 0 27 Jul 2019
An Introduction to Variational Autoencoders Diederik P. Kingma Max Welling BDL SSL DRL 33 2,295 0 06 Jun 2019
Validation of Approximate Likelihood and Emulator Models for Computationally Intensive Simulations Niccolò Dalmasso Ann B. Lee Rafael Izbicki T. Pospisil Ilmun Kim Chieh-An Lin 27 8 0 27 May 2019
HIGAN: Cosmic Neutral Hydrogen with Generative Adversarial Networks Juan Zamudio-Fernandez Atakan Okan F. Villaescusa-Navarro S. Bilaloglu Asena Derin Cengiz Siyu He Laurence Perreault Levasseur S. Ho GAN 16 20 0 29 Apr 2019
Painting with baryons: augmenting N-body simulations with gas using deep generative models T. Tröster C. Ferguson J. Harnois-Déraps I. McCarthy AI4CE 24 49 0 28 Mar 2019
Conditional deep surrogate models for stochastic, high-dimensional, and multi-fidelity systems Yibo Yang P. Perdikaris SyDa BDL AI4CE 29 55 0 15 Jan 2019
GANs for generating EFT models Harold Erbin Sven Krippendorf GAN 11 28 0 06 Sep 2018
CosmoFlow: Using Deep Learning to Learn the Universe at Scale Amrita Mathuriya Deborah Bard P. Mendygral Lawrence Meadows James A. Arnemann ... Nalini Kumar S. Ho Michael F. Ringenburg P. Prabhat Victor W. Lee AI4CE 12 125 0 14 Aug 2018
DeepSource: Point Source Detection using Deep Learning A. V. Sadr E. Vos Bruce A. Bassett Zafiirah Hosenie N. Oozeer Michelle Lochner 16 30 0 07 Jul 2018
Deep Fluids: A Generative Network for Parameterized Fluid Simulations Byungsoo Kim Vinicius Azevedo N. Thürey Theodore Kim Markus Gross B. Solenthaler GAN 20 385 0 06 Jun 2018
Deep Learning Topological Invariants of Band Insulators Ning Sun Jinmin Yi Pengfei Zhang Huitao Shen H. Zhai 15 54 0 26 May 2018
A high-bias, low-variance introduction to Machine Learning for physicists Pankaj Mehta Marin Bukov Ching-Hao Wang A. G. Day C. Richardson Charles K. Fisher D. Schwab AI4CE 26 867 0 23 Mar 2018
Constrained Image Generation Using Binarized Neural Networks with Decision Procedures S. Korneev Nina Narodytska Luca Pulina A. Tacchella Nikolaj S. Bjørner Shmuel Sagiv MQ 34 13 0 24 Feb 2018
Fast cosmic web simulations with generative adversarial networks Andrés C. Rodríguez T. Kacprzak Aurelien Lucchi A. Amara R. Sgier J. Fluri Thomas Hofmann Alexandre Réfrégier GAN AI4CE 21 89 0 27 Jan 2018
Fast Point Spread Function Modeling with Deep Learning J. Herbel T. Kacprzak A. Amara Alexandre Réfrégier Aurelien Lucchi 26 45 0 23 Jan 2018
Cosmological model discrimination with Deep Learning Jorit Schmelzle Aurelien Lucchi T. Kacprzak A. Amara R. Sgier Alexandre Réfrégier Thomas Hofmann 31 38 0 17 Jul 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 21 123 0 07 Jun 2017
Deep Nonparametric Estimation of Discrete Conditional Distributions via Smoothed Dyadic Partitioning Wesley Tansey Karl Pichotta James G. Scott 22 0 0 23 Feb 2017
Generative Multi-Adversarial Networks Ishan Durugkar I. Gemp Sridhar Mahadevan GAN 36 342 0 05 Nov 2016