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model evidence

13 papers

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Co-occurring keywords

bayesian inference (1907) marginal likelihood (75) bayesian quadrature (29) variational inference (2069) evidence lower bound (68) kernel methods (1097) bayesian model selection (22) gaussian process (1200) markov chain monte carlo (725) bayesian deep learning (68)

Papers

Evidence Estimation in Gaussian Graphical Models Using a Telescoping Block Decomposition of the Precision Matrix JMLR 2024
Adaptive Cholesky Gaussian Processes AISTATS 2023
Bounding Evidence and Estimating Log-Likelihood in VAE AISTATS 2023
Fast Bayesian Inference with Batch Bayesian Quadrature via Kernel Recombination NIPS 2022
Adapting the Linearised Laplace Model Evidence for Modern Deep Learning ICML 2022
Efficient debiased evidence estimation by multilevel Monte Carlo sampling UAI 2021
Boosting Black Box Variational Inference NIPS 2018
Variational Bayesian Monte Carlo NIPS 2018
Variational Inference via $\chi$ Upper Bound Minimization NIPS 2017
Model evidence from nonequilibrium simulations NIPS 2017
Bayesian optimization for automated model selection NIPS 2016
Active Learning of Model Evidence Using Bayesian Quadrature NIPS 2012
Automatic PCA Dimension Selection for High Dimensional Data and Small Sample Sizes JMLR 2008