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Bayesian Inference

5,566 papers

Papers per year

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176
522
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Papers

COKE: Communication-Censored Decentralized Kernel Learning JMLR 2021
Particle-Gibbs Sampling for Bayesian Feature Allocation Models JMLR 2021
Langevin Monte Carlo: random coordinate descent and variance reduction JMLR 2021
Soft Tensor Regression JMLR 2021
Bayesian Distance Clustering JMLR 2021
Probabilistic Iterative Methods for Linear Systems JMLR 2021
GIBBON: General-purpose Information-Based Bayesian Optimisation JMLR 2021
Decentralized Stochastic Gradient Langevin Dynamics and Hamiltonian Monte Carlo JMLR 2021
Quasi-Monte Carlo Quasi-Newton in Variational Bayes JMLR 2021
Bayesian time-aligned factor analysis of paired multivariate time series JMLR 2021
Tractable Approximate Gaussian Inference for Bayesian Neural Networks JMLR 2021
Learning Bayesian Networks from Ordinal Data JMLR 2021
Safe Bayesian Optimisation for Controller Design by Utilising the Parameter Space Approach L4DC 2021
Reward Biased Maximum Likelihood Estimation for Reinforcement Learning L4DC 2021
Contraction L1-Adaptive Control using Gaussian Processes L4DC 2021
Adaptive Sampling for Estimating Distributions: A Bayesian Upper Confidence Bound Approach L4DC 2021
An MRF-UNet Product of Experts for Image Segmentation MIDL 2021
A Mean-Field Variational Inference Approach to Deep Image Prior for Inverse Problems in Medical Imaging MIDL 2021
A Generative Modeling Approach to Calibrated Predictions: A Use Case on Menstrual Cycle Length Prediction MLHC 2021
Approximate Bayesian Computation for an Explicit-Duration Hidden Markov Model of COVID-19 Hospital Trajectories MLHC 2021
Probabilistic Box Embeddings for Uncertain Knowledge Graph Reasoning NAACL 2021
Posterior Differential Regularization with f-divergence for Improving Model Robustness NAACL 2021
Using Psychologically-Informed Priors for Suicide Prediction in the CLPsych 2021 Shared Task NAACL 2021
Private Release of Text Embedding Vectors NAACL 2021
Bayesian Deep Graph Matching for Correspondence Identification in Collaborative Perception RSS 2021