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Misspecification-robust likelihood-free inference in high dimensions

Misspecification-robust likelihood-free inference in high dimensions

17 February 2025
Owen Thomas
Raquel Sá-Leao
H. Lencastre
Samuel Kaski
J. Corander
Henri Pesonen
ArXivPDFHTML

Papers citing "Misspecification-robust likelihood-free inference in high dimensions"

5 / 5 papers shown
Title
Preconditioned Neural Posterior Estimation for Likelihood-free Inference
Preconditioned Neural Posterior Estimation for Likelihood-free Inference
Xiaoyu Wang
Ryan P. Kelly
D. Warne
Christopher C. Drovandi
24
4
0
21 Apr 2024
Simulation-based inference of Bayesian hierarchical models while
  checking for model misspecification
Simulation-based inference of Bayesian hierarchical models while checking for model misspecification
F. Leclercq
18
6
0
22 Sep 2022
Improving the Accuracy of Marginal Approximations in Likelihood-Free
  Inference via Localisation
Improving the Accuracy of Marginal Approximations in Likelihood-Free Inference via Localisation
Christopher C. Drovandi
David J. Nott
David T. Frazier
53
5
0
14 Jul 2022
Robust Bayesian Inference for Simulator-based Models via the MMD
  Posterior Bootstrap
Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap
Charita Dellaporta
Jeremias Knoblauch
Theodoros Damoulas
F. Briol
18
42
0
09 Feb 2022
Generalised Bayes Updates with $f$-divergences through Probabilistic
  Classifiers
Generalised Bayes Updates with fff-divergences through Probabilistic Classifiers
Owen Thomas
Henri Pesonen
J. Corander
FedML
19
2
0
08 Jul 2020
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