← Optimization & Theory
Machine Learning › Optimization & Theory ›

Bayesian Inference

4821 directly classified papers

Papers per year

Papers

Improving multiple-try Metropolis with local balancing JMLR 2023
Divide-and-Conquer Fusion JMLR 2023
Reanalyzing L2 Preposition Learning with Bayesian Mixed Effects and a Pretrained Language Model ACL 2023
Discriminating Known From Unknown Objects via Structure-Enhanced Recurrent Variational AutoEncoder CVPR 2023
Pseudo-Likelihood Inference NIPS 2023
Structure Learning with Adaptive Random Neighborhood Informed MCMC NIPS 2023
Bayesian Calibration of Imperfect Computer Models using Physics-Informed Priors JMLR 2023
Iterated Block Particle Filter for High-dimensional Parameter Learning: Beating the Curse of Dimensionality JMLR 2023
Approximate Post-Selective Inference for Regression with the Group LASSO JMLR 2023
Prior Specification for Bayesian Matrix Factorization via Prior Predictive Matching JMLR 2023
Fundamental limits and algorithms for sparse linear regression with sublinear sparsity JMLR 2023
Tree-AMP: Compositional Inference with Tree Approximate Message Passing JMLR 2023
On the geometry of Stein variational gradient descent JMLR 2023
EM Pre-training for Multi-party Dialogue Response Generation ACL 2023
Bayesian Data Selection JMLR 2023
Monitoring Model Deterioration with Explainable Uncertainty Estimation via Non-parametric Bootstrap AAAI 2023
Hybrid Uncertainty Quantification for Selective Text Classification in Ambiguous Tasks ACL 2023
Differentially Private Distributed Bayesian Linear Regression with MCMC ICML 2023
Bayesian Spiked Laplacian Graphs JMLR 2023
Phase-Informed Bayesian Ensemble Models Improve Performance of COVID-19 Forecasts AAAI 2023
Mixed-Variable Black-Box Optimisation Using Value Proposal Trees AAAI 2023
Bayes-optimal Learning of Deep Random Networks of Extensive-width ICML 2023
Latent Autoregressive Source Separation AAAI 2023
On the Calibration and Uncertainty with Pólya-Gamma Augmentation for Dialog Retrieval Models AAAI 2023
ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-Cost Proxies AAAI 2023