Can denoising diffusion probabilistic models generate realistic astrophysical fields?

22 November 2022

Papers citing "Can denoising diffusion probabilistic models generate realistic astrophysical fields?"

11 / 11 papers shown

Title
Conditional Diffusion-Flow models for generating 3D cosmic density fields: applications to f(R) cosmologies Julieth Katherine Riveros Paola Saavedra Hector J. Hortua Jorge Enrique Garcia-Farieta Ivan Olier DiffM 38 0 0 24 Feb 2025
XMOL: Explainable Multi-property Optimization of Molecules Aye Phyu Phyu Aung Jay Chaudhary Ji Wei Yoon Senthilnath Jayavelu 32 0 0 12 Sep 2024
Listening to the Noise: Blind Denoising with Gibbs Diffusion David Heurtel-Depeiges C. Margossian Ruben Ohana Bruno Régaldo-Saint Blancard DiffM 35 1 0 29 Feb 2024
A point cloud approach to generative modeling for galaxy surveys at the field level C. Cuesta-Lázaro S. Mishra-Sharma 19 5 0 28 Nov 2023
Probabilistic reconstruction of Dark Matter fields from biased tracers using diffusion models Core Francisco Park Victoria Ono N. Mudur Yueying Ni C. Cuesta-Lázaro DiffM 21 3 0 14 Nov 2023
Removing Dust from CMB Observations with Diffusion Models David Heurtel-Depeiges B. Burkhart Ruben Ohana Bruno Régaldo-Saint Blancard DiffM 16 1 0 25 Oct 2023
Multiscale Flow for Robust and Optimal Cosmological Analysis B. Dai U. Seljak 19 17 0 07 Jun 2023
Geometry-Complete Diffusion for 3D Molecule Generation and Optimization Alex Morehead Jianlin Cheng DiffM 14 23 0 08 Feb 2023
Astronomia ex machina: a history, primer, and outlook on neural networks in astronomy Michael J. Smith James E. Geach 35 32 0 07 Nov 2022
Realistic galaxy image simulation via score-based generative models Michael J. Smith James E. Geach Ryan A. Jackson Nikhil Arora C. Stone Stéphane Courteau DiffM 31 32 0 02 Nov 2021
The CAMELS Multifield Dataset: Learning the Universe's Fundamental Parameters with Artificial Intelligence F. Villaescusa-Navarro S. Genel D. Anglés-Alcázar L. Thiele R. Davé ... Luis Fernando Machado Poletti Valle L. A. Perez D. Nagai N. Battaglia M. Vogelsberger 27 47 0 22 Sep 2021