Hierarchical Inference With Bayesian Neural Networks: An Application to
Strong Gravitational Lensing

Hierarchical Inference With Bayesian Neural Networks: An Application to Strong Gravitational Lensing

26 October 2020

S. Wagner-Carena

Papers citing "Hierarchical Inference With Bayesian Neural Networks: An Application to Strong Gravitational Lensing"

12 / 12 papers shown

Title
Hierarchical Neural Simulation-Based Inference Over Event Ensembles Lukas Heinrich S. Mishra-Sharma C. Pollard Philipp Windischhofer 31 5 0 21 Jun 2023
Sampling-Based Accuracy Testing of Posterior Estimators for General Inference Pablo Lemos A. Coogan Y. Hezaveh Laurence Perreault Levasseur 45 31 0 06 Feb 2023
Pixelated Reconstruction of Foreground Density and Background Surface Brightness in Gravitational Lensing Systems using Recurrent Inference Machines Alexandre Adam Laurence Perreault Levasseur Y. Hezaveh Max Welling 42 6 0 10 Jan 2023
Constraining cosmological parameters from N-body simulations with Variational Bayesian Neural Networks Héctor J. Hortúa L. '. García Leonardo Castañeda C. BDL 24 4 0 09 Jan 2023
Hierarchical Inference of the Lensing Convergence from Photometric Catalogs with Bayesian Graph Neural Networks Ji Won Park S. Birrer Madison Ueland M. Cranmer A. Agnello S. Wagner-Carena P. Marshall A. Roodman The Lsst Dark Energy Science Collaboration 26 2 0 15 Nov 2022
Strong Gravitational Lensing Parameter Estimation with Vision Transformer Kuan-Wei Huang G. Chen Po-Wen Chang Sheng-Chieh Lin C. Hsu Vishal Thengane J. Lin 40 7 0 09 Oct 2022
Inferring Structural Parameters of Low-Surface-Brightness-Galaxies with Uncertainty Quantification using Bayesian Neural Networks Dimitrios Tanoglidis A. Ćiprijanović A. Drlica-Wagner BDL 14 0 0 07 Jul 2022
Machine Learning and Cosmology C. Dvorkin S. Mishra-Sharma Brian D. Nord V. A. Villar Camille Avestruz ... A. Ćiprijanović Andrew J. Connolly L. Garrison G. Narayan F. Villaescusa-Navarro AI4CE 34 12 0 15 Mar 2022
Inferring Black Hole Properties from Astronomical Multivariate Time Series with Bayesian Attentive Neural Processes Ji Won Park A. Villar Yin Li Yan-Fei Jiang S. Ho J. Lin P. Marshall A. Roodman BDL 20 5 0 02 Jun 2021
A Bayesian neural network predicts the dissolution of compact planetary systems M. Cranmer Daniel Tamayo H. Rein Peter W. Battaglia S. Hadden P. Armitage S. Ho D. Spergel BDL 13 27 0 11 Jan 2021
Large-Scale Gravitational Lens Modeling with Bayesian Neural Networks for Accurate and Precise Inference of the Hubble Constant Ji Won Park S. Wagner-Carena S. Birrer P. Marshall J. Lin A. Roodman 3DV 16 24 0 30 Nov 2020
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 213 745 0 06 Jun 2015