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

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

11 July 2022

T. Lucas Makinen

Natalia Porqueres

Benjamin Dan Wandelt

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

10 / 10 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 59 4 0 28 Jan 2025
A Cosmic-Scale Benchmark for Symmetry-Preserving Data Processing Julia Balla S. Mishra-Sharma C. Cuesta-Lázaro Tommi Jaakkola Tess E. Smidt 29 1 0 27 Oct 2024
Hybrid summary statistics: neural weak lensing inference beyond the power spectrum T. Lucas Makinen Tom Charnock Natalia Porqueres Axel Lapel A. Heavens Benjamin Dan Wandelt 28 6 0 26 Jul 2024
Domain Adaptive Graph Neural Networks for Constraining Cosmological Parameters Across Multiple Data Sets Andrea Roncoli A. Ćiprijanović M. Voetberg F. Villaescusa-Navarro Brian D. Nord AI4CE OOD 11 5 0 02 Nov 2023
Fishnets: Information-Optimal, Scalable Aggregation for Sets and Graphs T. Lucas Makinen Justin Alsing Benjamin Dan Wandelt GNN FedML 12 3 0 05 Oct 2023
Robust Field-level Likelihood-free Inference with Galaxies Natalí S. M. de Santi Helen Shao F. Villaescusa-Navarro L. Abramo R. Teyssier ... U. Steinwandel Christopher C. Lovell K. Dolag Tiago Castro M. Vogelsberger 13 26 0 27 Feb 2023
Cosmology from Galaxy Redshift Surveys with PointNet Sotiris Anagnostidis Arne Thomsen T. Kacprzak T. Troster Luca Biggio Alexandre Réfrégier Thomas Hofmann 3DPC 25 4 0 22 Nov 2022
Robust field-level inference with dark matter halos Helen Shao F. Villaescusa-Navarro Pablo Villanueva-Domingo R. Teyssier L. Garrison ... Greg L. Bryan D. Anglés-Alcázar Tiago Castro Elena Hernández-Martínez K. Dolag 14 13 0 14 Sep 2022
Uncovering dark matter density profiles in dwarf galaxies with graph neural networks Tri Nguyen S. Mishra-Sharma R. Williams L. Necib 18 2 0 26 Aug 2022
Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges M. Bronstein Joan Bruna Taco S. Cohen Petar Velivcković GNN 172 1,100 0 27 Apr 2021