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Field Level Neural Network Emulator for Cosmological N-body Simulations
v1v2 (latest)

Field Level Neural Network Emulator for Cosmological N-body Simulations

Astrophysical Journal (ApJ), 2022
9 June 2022
Drew Jamieson
Yin Li
Renan Alves de Oliveira
F. Villaescusa-Navarro
S. Ho
D. Spergel
ArXiv (abs)PDFHTML

Papers citing "Field Level Neural Network Emulator for Cosmological N-body Simulations"

11 / 11 papers shown
Title
Bridging Simulators with Conditional Optimal Transport
Bridging Simulators with Conditional Optimal Transport
Justine Zeghal
B. Remy
Yashar Hezaveh
F. Lanusse
Laurence Perreault Levasseur
OT
159
0
0
28 Oct 2025
The First Star-by-star $N$-body/Hydrodynamics Simulation of Our Galaxy Coupling with a Surrogate Model
The First Star-by-star NNN-body/Hydrodynamics Simulation of Our Galaxy Coupling with a Surrogate Model
Keiya Hirashima
M. Fujii
T. Saitoh
Naoto Harada
Kentaro Nomura
...
Tetsuro Asano
K. Moriwaki
Masaki Iwasawa
Takashi Okamoto
Junichiro Makino
60
0
0
27 Oct 2025
Hierarchical Implicit Neural Emulators
Ruoxi Jiang
Xiao Zhang
Karan Jakhar
Peter Y. Lu
Pedram Hassanzadeh
Michael Maire
Rebecca Willett
AI4CE
212
2
0
05 Jun 2025
ASURA-FDPS-ML: Star-by-star Galaxy Simulations Accelerated by Surrogate Modeling for Supernova Feedback
ASURA-FDPS-ML: Star-by-star Galaxy Simulations Accelerated by Surrogate Modeling for Supernova FeedbackAstrophysical Journal (ApJ), 2024
Keiya Hirashima
K. Moriwaki
M. Fujii
Y. Hirai
T. Saitoh
Junnichiro Makino
Ulrich P. Steinwandel
Shirley Ho
139
3
0
30 Oct 2024
Accelerating Giant Impact Simulations with Machine Learning
Accelerating Giant Impact Simulations with Machine LearningAstrophysical Journal (ApJ), 2024
Caleb Lammers
M. Cranmer
Sam Hadden
Shirley Ho
Norman Murray
Daniel Tamayo
146
0
0
16 Aug 2024
Learning Galaxy Intrinsic Alignment Correlations
Learning Galaxy Intrinsic Alignment Correlations
Sneh Pandya
Yuanyuan Yang
N. V. Alfen
Jonathan Blazek
Robin Walters
135
0
0
21 Apr 2024
Surrogate Modeling for Computationally Expensive Simulations of
  Supernovae in High-Resolution Galaxy Simulations
Surrogate Modeling for Computationally Expensive Simulations of Supernovae in High-Resolution Galaxy Simulations
Keiya Hirashima
K. Moriwaki
M. Fujii
Y. Hirai
T. Saitoh
Junichiro Makino
Shirley Ho
219
2
0
14 Nov 2023
Multiple Physics Pretraining for Physical Surrogate Models
Multiple Physics Pretraining for Physical Surrogate Models
Michael McCabe
Bruno Régaldo-Saint Blancard
Liam Parker
Ruben Ohana
M. Cranmer
...
Francois Lanusse
Mariel Pettee
Tiberiu Teşileanu
Kyunghyun Cho
Shirley Ho
PINNAI4CE
224
81
0
04 Oct 2023
Explaining dark matter halo density profiles with neural networks
Explaining dark matter halo density profiles with neural networksPhysical Review Letters (PRL), 2023
Luisa Lucie-Smith
H. Peiris
A. Pontzen
249
7
0
04 May 2023
Predicting the Initial Conditions of the Universe using a Deterministic
  Neural Network
Predicting the Initial Conditions of the Universe using a Deterministic Neural Network
Vaibhav Jindal
Albert Liang
Aarti Singh
Shirley Ho
Drew Jamieson
AI4CE
76
4
0
23 Mar 2023
Can denoising diffusion probabilistic models generate realistic
  astrophysical fields?
Can denoising diffusion probabilistic models generate realistic astrophysical fields?
N. Mudur
D. Finkbeiner
DiffM
142
18
0
22 Nov 2022
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