The Cosmic Graph: Optimal Information Extraction from Large-Scale
Structure using Catalogues

v1v2v3 (latest)

The Cosmic Graph: Optimal Information Extraction from Large-Scale Structure using Catalogues

11 July 2022

T. Lucas Makinen

Natalia Porqueres

Benjamin Dan Wandelt

ArXiv (abs)PDF HTML

Papers citing "The Cosmic Graph: Optimal Information Extraction from Large-Scale Structure using Catalogues"

11 / 11 papers shown

Title
Field-level simulation-based inference with galaxy catalogs: the impact of systematic effects Natalí S. M. de Santi F. Villaescusa-Navarro L. Abramo Helen Shao Lucia A. Perez ... F. Marinacci D. Spergel K. Dolag L. Hernquist M. Vogelsberger 249 5 0 28 Jan 2025
Learning cosmology and clustering with cosmic graphs Pablo Villanueva-Domingo F. Villaescusa-Navarro AI4CE 59 37 0 28 Apr 2022
Rediscovering orbital mechanics with machine learning Pablo Lemos N. Jeffrey M. Cranmer S. Ho Peter W. Battaglia PINN AI4CE 81 91 0 04 Feb 2022
E(n) Equivariant Normalizing Flows Victor Garcia Satorras Emiel Hoogeboom F. Fuchs Ingmar Posner Max Welling BDL 99 181 0 19 May 2021
Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges M. Bronstein Joan Bruna Taco S. Cohen Petar Velivcković GNN 362 1,163 0 27 Apr 2021
Solving high-dimensional parameter inference: marginal posterior densities & Moment Networks N. Jeffrey Benjamin Dan Wandelt 70 39 0 11 Nov 2020
deep21: a Deep Learning Method for 21cm Foreground Removal T. Lucas Makinen Lachlan Lancaster F. Villaescusa-Navarro Peter Melchior S. Ho Laurence Perreault Levasseur D. Spergel 3DPC 56 30 0 29 Oct 2020
Discovering Symbolic Models from Deep Learning with Inductive Biases M. Cranmer Alvaro Sanchez-Gonzalez Peter W. Battaglia Rui Xu Kyle Cranmer D. Spergel S. Ho AI4CE 86 483 0 19 Jun 2020
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 773 3,132 0 04 Jun 2018
Estimating Cosmological Parameters from the Dark Matter Distribution Siamak Ravanbakhsh Junier Oliva S. Fromenteau Layne Price S. Ho J. Schneider Barnabás Póczós 70 75 0 06 Nov 2017
Gaussian Error Linear Units (GELUs) Dan Hendrycks Kevin Gimpel 180 5,056 0 27 Jun 2016