Sampling-Based Accuracy Testing of Posterior Estimators for General
Inference

Sampling-Based Accuracy Testing of Posterior Estimators for General Inference

6 February 2023

Laurence Perreault Levasseur

Papers citing "Sampling-Based Accuracy Testing of Posterior Estimators for General Inference"

18 / 18 papers shown

Title
Effortless, Simulation-Efficient Bayesian Inference using Tabular Foundation Models Julius Vetter Manuel Gloeckler Daniel Gedon Jakob H Macke 31 0 0 24 Apr 2025
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
sbi reloaded: a toolkit for simulation-based inference workflows Jan Boelts Michael Deistler Manuel Gloeckler Álvaro Tejero-Cantero Jan-Matthis Lueckmann ... Jonas Beck J. Kapoor David S. Greenberg P. J. Gonçalves Jakob H Macke 67 0 0 26 Nov 2024
Full-waveform earthquake source inversion using simulation-based inference A. A. Saoulis Davide Piras A. Spurio Mancini B. Joachimi A. M. G. Ferreira 27 0 0 30 Oct 2024
Noise-Aware Differentially Private Variational Inference Talal Alrawajfeh Joonas Jälkö Antti Honkela 18 0 0 25 Oct 2024
Simulation-based inference with scattering representations: scattering is all you need Kiyam Lin Benjamin Joachimi Jason D. McEwen 19 1 0 11 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 18 6 0 26 Jul 2024
PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation Pablo Lemos Sammy N. Sharief Nikolay Malkin Laurence Perreault Levasseur Y. Hezaveh Laurence Perreault-Levasseur Yashar Hezaveh 13 3 0 06 Feb 2024
Exposing Disparities in Flood Adaptation for Equitable Future Interventions Lidia Cano Pecharroman ChangHoon Hahn AI4CE 13 0 0 06 Dec 2023
Bayesian Imaging for Radio Interferometry with Score-Based Priors Noé Dia M. J. Yantovski-Barth Alexandre Adam Micah Bowles Pablo Lemos A. Scaife Y. Hezaveh Laurence Perreault Levasseur 11 4 0 29 Nov 2023
Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability Maciej Falkiewicz Naoya Takeishi Imahn Shekhzadeh Antoine Wehenkel Arnaud Delaunoy Gilles Louppe Alexandros Kalousis 9 6 0 20 Oct 2023
Simulation-based Inference with the Generalized Kullback-Leibler Divergence Benjamin Kurt Miller Marco Federici Christoph Weniger Patrick Forré 16 4 0 03 Oct 2023
Discriminative calibration: Check Bayesian computation from simulations and flexible classifier Yuling Yao Justin Domke UQLM 17 2 0 24 May 2023
Amortized Variational Inference with Coverage Guarantees Yash P. Patel Declan McNamara J. Loper Jeffrey Regier Ambuj Tewari BDL 11 0 0 23 May 2023
Balancing Simulation-based Inference for Conservative Posteriors Arnaud Delaunoy Benjamin Kurt Miller Patrick Forré Christoph Weniger Gilles Louppe 24 9 0 21 Apr 2023
Simulation-based Bayesian inference for multi-fingered robotic grasping Norman Marlier O. Bruls Gilles Louppe 24 6 0 29 Sep 2021
Likelihood-Free Frequentist Inference: Bridging Classical Statistics and Machine Learning for Reliable Simulator-Based Inference Niccolò Dalmasso Luca Masserano David Y. Zhao Rafael Izbicki Ann B. Lee 11 5 0 08 Jul 2021
Benchmarking Simulation-Based Inference Jan-Matthis Lueckmann Jan Boelts David S. Greenberg P. J. Gonçalves Jakob H. Macke 93 180 0 12 Jan 2021