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bayesian method

28 papers

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Co-occurring keywords

bayesian inference (1907) variational inference (2069) variational bayesian (39) gaussian process (1200) outlier detection (319) model uncertainty (90) posterior sampling (152) uncertainty quantification (1393) bayesian learning (185) model selection (456)

Papers

Deep Out-of-Distribution Uncertainty Quantification via Weight Entropy Maximization JMLR 2025
Differentially private methods for managing model uncertainty in linear regression JMLR 2024
A Rigorous Link between Deep Ensembles and (Variational) Bayesian Methods NIPS 2023
Learning Treatment Effects from Observational and Experimental Data AISTATS 2023
GeoPhy: Differentiable Phylogenetic Inference via Geometric Gradients of Tree Topologies NIPS 2023
VICE: Variational Interpretable Concept Embeddings NIPS 2022
Why the Rich Get Richer? On the Balancedness of Random Partition Models ICML 2022
Hierarchical learning of Hidden Markov Models with clustering regularization UAI 2021
Bayesian Case-Exclusion and Personalized Explanations for Sustainable Dairy Farming (Extended Abstract) IJCAI 2020
The impact of preprint servers in the formation of novel ideas EMNLP 2020
DeBayes: a Bayesian Method for Debiasing Network Embeddings ICML 2020
From Lab to Internship and Back Again: Learning Autonomous Systems through Creating a Research and Development Ecosystem AAAI 2019
Communication-Efficient Stochastic Gradient MCMC for Neural Networks AAAI 2019
Bayesian Learning of Neural Network Architectures AISTATS 2019
Grounding Referring Expressions in Images by Variational Context CVPR 2018
Post-Inference Prior Swapping ICML 2017
Student-t Process Regression with Student-t Likelihood IJCAI 2017
Multiscale Dictionary Learning for Estimating Conditional Distributions NIPS 2013
Demixing odors - fast inference in olfaction NIPS 2013
Probabilistic Low-Rank Subspace Clustering NIPS 2012
Assessing Blinding in Clinical Trials NIPS 2012
Bayesian models for Large-scale Hierarchical Classification NIPS 2012
An Empirical Evaluation of Thompson Sampling NIPS 2011
Switching state space model for simultaneously estimating state transitions and nonstationary firing rates NIPS 2010
Variational Gaussian-process factor analysis for modeling spatio-temporal data NIPS 2009