Balancing Simulation-based Inference for Conservative Posteriors

21 April 2023

Papers citing "Balancing Simulation-based Inference for Conservative Posteriors"

8 / 8 papers shown

Title
Cost Estimation in Unit Commitment Problems Using Simulation-Based Inference Matthias Pirlet Adrien Bolland Gilles Louppe Damien Ernst 21 0 0 05 Sep 2024
Low-Budget Simulation-Based Inference with Bayesian Neural Networks Arnaud Delaunoy Maxence de la Brassinne Bonardeaux S. Mishra-Sharma Gilles Louppe 33 2 0 27 Aug 2024
Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability Maciej Falkiewicz Naoya Takeishi Imahn Shekhzadeh Antoine Wehenkel Arnaud Delaunoy Gilles Louppe Alexandros Kalousis 19 6 0 20 Oct 2023
Simulation-based Inference with the Generalized Kullback-Leibler Divergence Benjamin Kurt Miller Marco Federici Christoph Weniger Patrick Forré 21 4 0 03 Oct 2023
Flow Matching for Scalable Simulation-Based Inference Maximilian Dax J. Wildberger Simon Buchholz Stephen R. Green Jakob H. Macke Bernhard Schölkopf 13 48 0 26 May 2023
Amortized Variational Inference with Coverage Guarantees Yash P. Patel Declan McNamara J. Loper Jeffrey Regier Ambuj Tewari BDL 21 4 0 23 May 2023
Misspecification-robust Sequential Neural Likelihood for Simulation-based Inference Ryan P. Kelly David J. Nott David T. Frazier D. Warne Christopher C. Drovandi 20 10 0 31 Jan 2023
Sequential Neural Score Estimation: Likelihood-Free Inference with Conditional Score Based Diffusion Models Louis Sharrock J. Simons Song Liu Mark Beaumont DiffM 48 33 0 10 Oct 2022