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Bayesian Learning

1,663 papers

Papers per year

2
48
52
137
36
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Papers

Bayesian Networks for the robust and unbiased prediction of depression and its symptoms utilizing speech and multimodal data INTERSPEECH 2023
Factorised Speaker-environment Adaptive Training of Conformer Speech Recognition Systems INTERSPEECH 2023
Learning-augmented count-min sketches via Bayesian nonparametrics JMLR 2023
Posterior Contraction for Deep Gaussian Process Priors JMLR 2023
Bayes-Newton Methods for Approximate Bayesian Inference with PSD Guarantees JMLR 2023
Gaussian Processes with Errors in Variables: Theory and Computation JMLR 2023
An Eigenmodel for Dynamic Multilayer Networks JMLR 2023
Escaping The Curse of Dimensionality in Bayesian Model-Based Clustering JMLR 2023
Infinite-dimensional optimization and Bayesian nonparametric learning of stochastic differential equations JMLR 2023
Posterior Consistency for Bayesian Relevance Vector Machines JMLR 2023
Variational Inference for Deblending Crowded Starfields JMLR 2023
Model-based Causal Discovery for Zero-Inflated Count Data JMLR 2023
Scalable high-dimensional Bayesian varying coefficient models with unknown within-subject covariance JMLR 2023
Nearest Neighbor Dirichlet Mixtures JMLR 2023
The Bayesian Learning Rule JMLR 2023
A Bayesian Bradley-Terry model to compare multiple ML algorithms on multiple data sets JMLR 2023
Bayesian Spanning Tree: Estimating the Backbone of the Dependence Graph JMLR 2023
Frequency Domain Gaussian Process Models for $H^∞$ Uncertainties L4DC 2023
Autonomous Navigation, Mapping and Exploration with Gaussian Processes RSS 2023
CICL_DMS at SemEval-2023 Task 11: Learning With Disagreements (Le-Wi-Di) SEMEVAL 2023
Guided Deep Kernel Learning UAI 2023
Quasi-Bayesian nonparametric density estimation via autoregressive predictive updates UAI 2023
Bayesian inference for vertex-series-parallel partial orders UAI 2023
Approximate Thompson Sampling via Epistemic Neural Networks UAI 2023
Jana: Jointly amortized neural approximation of complex Bayesian models UAI 2023