Calibrating Neural Simulation-Based Inference with Differentiable
Coverage Probability

Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability

20 October 2023

Maciej Falkiewicz

Imahn Shekhzadeh

Antoine Wehenkel

Arnaud Delaunoy

Alexandros Kalousis

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Papers citing "Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability"

13 / 13 papers shown

Title
Calibrating Bayesian Learning via Regularization, Confidence Minimization, and Selective Inference Jiayi Huang Sangwoo Park Osvaldo Simeone 214 2 0 03 Jan 2025
Validation Diagnostics for SBI algorithms based on Normalizing Flows J. Linhart Alexandre Gramfort P. L. C. R. M. -. Inria 65 7 0 17 Nov 2022
Gradients should stay on Path: Better Estimators of the Reverse- and Forward KL Divergence for Normalizing Flows Lorenz Vaitl K. Nicoli Shinichi Nakajima Pan Kessel 87 26 0 17 Jul 2022
Benchmarking Simulation-Based Inference Jan-Matthis Lueckmann Jan Boelts David S. Greenberg P. J. Gonçalves Jakob H. Macke 259 198 0 12 Jan 2021
On Contrastive Learning for Likelihood-free Inference Conor Durkan Iain Murray George Papamakarios BDL 209 124 0 10 Feb 2020
Normalizing Flows for Probabilistic Modeling and Inference George Papamakarios Eric T. Nalisnick Danilo Jimenez Rezende S. Mohamed Balaji Lakshminarayanan TPM AI4CE 207 1,711 0 05 Dec 2019
The frontier of simulation-based inference Kyle Cranmer Johann Brehmer Gilles Louppe AI4CE 185 855 0 04 Nov 2019
Automatic Posterior Transformation for Likelihood-Free Inference David S. Greenberg M. Nonnenmacher Jakob H. Macke 384 331 0 17 May 2019
Sequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive Flows George Papamakarios D. Sterratt Iain Murray BDL 533 370 0 18 May 2018
Self-Normalizing Neural Networks Günter Klambauer Thomas Unterthiner Andreas Mayr Sepp Hochreiter 464 2,518 0 08 Jun 2017
MCMC using Hamiltonian dynamics Radford M. Neal 292 3,283 0 09 Jun 2012
Simulation-based model selection for dynamical systems in systems and population biology Tina Toni M. Stumpf 124 290 0 09 Nov 2009
Adaptive approximate Bayesian computation Mark Beaumont J. Cornuet Jean-Michel Marin Christian P. Robert 203 646 0 15 May 2008