conftrace_

approximate bayesian inference

17 papers

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Also known as

ABI

Co-occurring keywords

bayesian inference (1907) variational inference (2069) markov chain monte carlo (725) approximate inference (253) gaussian process (1200) probabilistic programming (87) generative model (2892) expectation propagation (86) importance sampling (318) variational method (45)

Papers

Approximate Bayesian inference from noisy likelihoods with Gaussian process emulated MCMC JMLR 2024
Model-based Policy Optimization under Approximate Bayesian Inference AISTATS 2024
Fast Expectation Propagation for Heteroscedastic, Lasso-Penalized, and Quantile Regression JMLR 2023
A Bayesian approach to breaking things: efficiently predicting and repairing failure modes via sampling CORL 2023
Surrogate Likelihoods for Variational Annealed Importance Sampling ICML 2022
Discovering Inductive Bias with Gibbs Priors: A Diagnostic Tool for Approximate Bayesian Inference AISTATS 2022
De-randomizing MCMC dynamics with the diffusion Stein operator NIPS 2021
Sparse Algorithms for Markovian Gaussian Processes AISTATS 2021
Out-of-Distribution Detection Using Union of 1-Dimensional Subspaces CVPR 2021
Calibrated Approximate Bayesian Inference ICML 2019
Approximate Bayesian Inference for a Mechanistic Model of Vesicle Release at a Ribbon Synapse NIPS 2019
Approximate Bayesian Inference in Spatial Environments RSS 2019
Random Feature Stein Discrepancies NIPS 2018
Semi-supervised Learning with Deep Generative Models NIPS 2014
Approximate Bayesian Image Interpretation using Generative Probabilistic Graphics Programs NIPS 2013
Bayesian Experimental Design of Magnetic Resonance Imaging Sequences NIPS 2008
An Approximate Analytical Approach to Resampling Averages JMLR 2003