Robust Simulation-Based Inference in Cosmology with Bayesian Neural
Networks

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Robust Simulation-Based Inference in Cosmology with Bayesian Neural Networks

18 July 2022

Muntazir M. Abidi

Michael Eickenberg

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Papers citing "Robust Simulation-Based Inference in Cosmology with Bayesian Neural Networks"

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Title
Effortless, Simulation-Efficient Bayesian Inference using Tabular Foundation Models Julius Vetter Manuel Gloeckler Daniel Gedon Jakob H Macke 115 1 0 24 Apr 2025
A Comprehensive Guide to Simulation-based Inference in Computational Biology Xiaoyu Wang Ryan P. Kelly A. Jenner D. Warne Christopher C. Drovandi 61 3 0 29 Sep 2024
Low-Budget Simulation-Based Inference with Bayesian Neural Networks Arnaud Delaunoy Maxence de la Brassinne Bonardeaux S. Mishra-Sharma Gilles Louppe 76 2 0 27 Aug 2024
Isolated pulsar population synthesis with simulation-based inference V. Graber M. Ronchi C. Pardo-Araujo N. Rea 51 5 0 22 Dec 2023
L-C2ST: Local Diagnostics for Posterior Approximations in Simulation-Based Inference J. Linhart Alexandre Gramfort Pedro L. C. Rodrigues 102 9 0 06 Jun 2023
Parallelized Acquisition for Active Learning using Monte Carlo Sampling J. Torrado Nils Schöneberg Jonas El Gammal 68 2 0 30 May 2023
Adversarial robustness of amortized Bayesian inference Manuel Glöckler Michael Deistler Jakob H. Macke AAML 92 16 0 24 May 2023
Generalised likelihood profiles for models with intractable likelihoods D. Warne Oliver J. Maclaren E. Carr Matthew J. Simpson Christopher C. Drovandi 83 8 0 18 May 2023
Fast and robust Bayesian Inference using Gaussian Processes with GPry Jonas El Gammal Nils Schöneberg J. Torrado C. Fidler GP 99 16 0 03 Nov 2022
Jensen-Shannon Divergence Based Novel Loss Functions for Bayesian Neural Networks Ponkrshnan Thiagarajan Susanta Ghosh BDL 61 8 0 23 Sep 2022