Robust Bayesian Inference for Simulator-based Models via the MMD
Posterior Bootstrap

Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap

9 February 2022

Charita Dellaporta

Jeremias Knoblauch

Theodoros Damoulas

Papers citing "Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap"

11 / 11 papers shown

Title
A Dictionary of Closed-Form Kernel Mean Embeddings F. Briol A. Gessner Toni Karvonen Maren Mahsereci BDL 73 0 0 26 Apr 2025
Robust Simulation-Based Inference under Missing Data via Neural Processes Yogesh Verma Ayush Bharti Vikas K. Garg 53 0 0 03 Mar 2025
On the Robustness of Kernel Goodness-of-Fit Tests Xing Liu F. Briol OOD 62 4 0 11 Aug 2024
Robust Kernel Hypothesis Testing under Data Corruption Antonin Schrab Ilmun Kim 45 3 0 30 May 2024
A Semi-Bayesian Nonparametric Estimator of the Maximum Mean Discrepancy Measure: Applications in Goodness-of-Fit Testing and Generative Adversarial Networks Forough Fazeli Asl M. Zhang Lizhen Lin 8 1 0 05 Mar 2023
Optimally-Weighted Estimators of the Maximum Mean Discrepancy for Likelihood-Free Inference Ayush Bharti Masha Naslidnyk Oscar Key Samuel Kaski F. Briol 18 12 0 27 Jan 2023
Targeted Separation and Convergence with Kernel Discrepancies Alessandro Barp Carl-Johann Simon-Gabriel Mark Girolami Lester W. Mackey 40 14 0 26 Sep 2022
Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks Marvin Schmitt Paul-Christian Burkner Ullrich Kothe Stefan T. Radev 16 34 0 16 Dec 2021
Composite Goodness-of-fit Tests with Kernels Oscar Key A. Gretton F. Briol T. Fernandez 20 14 0 19 Nov 2021
MMD-Bayes: Robust Bayesian Estimation via Maximum Mean Discrepancy Badr-Eddine Chérief-Abdellatif Pierre Alquier 54 62 0 29 Sep 2019
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 128 451 0 03 Dec 2007