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Bayesian Learning

1663 directly classified papers

Papers per year

Papers

Surveillance Evasion Through Bayesian Reinforcement Learning AISTATS 2023
Bayesian Networks for the robust and unbiased prediction of depression and its symptoms utilizing speech and multimodal data INTERSPEECH 2023
Robust Neural Posterior Estimation and Statistical Model Criticism NIPS 2022
Learning large Bayesian networks with expert constraints UAI 2022
Learning from Stochastically Revealed Preference NIPS 2022
Multistate analysis with infinite mixtures of Markov chains UAI 2022
Linearizing contextual bandits with latent state dynamics UAI 2022
Perfect Sampling from Pairwise Comparisons NIPS 2022
Robust Bayesian recourse UAI 2022
Bayesian federated estimation of causal effects from observational data UAI 2022
Sampling with Riemannian Hamiltonian Monte Carlo in a Constrained Space NIPS 2022
Finite-Time Regret of Thompson Sampling Algorithms for Exponential Family Multi-Armed Bandits NIPS 2022
MidasTouch: Monte-Carlo inference over distributions across sliding touch CORL 2022
On the inability of Gaussian process regression to optimally learn compositional functions NIPS 2022
Generalized Bayesian quadrature with spectral kernels UAI 2022
Analytically Tractable Hidden-States Inference in Bayesian Neural Networks JMLR 2022
Truncated proposals for scalable and hassle-free simulation-based inference NIPS 2022
Overlapping Communities and Roles in Networks with Node Attributes: Probabilistic Graphical Modeling, Bayesian Formulation and Variational Inference (Extended Abstract) IJCAI 2022
Robust expected information gain for optimal Bayesian experimental design using ambiguity sets UAI 2022
Bezier Gaussian Processes for Tall and Wide Data NIPS 2022
Optimal Control with Learning on the Fly: System with Unknown Drift L4DC 2022
Barrier Bayesian Linear Regression: Online Learning of Control Barrier Conditions for Safety-Critical Control of Uncertain Systems L4DC 2022
Robust Bayesian Regression via Hard Thresholding NIPS 2022
Byzantine-tolerant federated Gaussian process regression for streaming data NIPS 2022
Independence Testing for Bounded Degree Bayesian Networks NIPS 2022