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Bayesian Inference

1724 directly classified papers

Papers per year

Papers

TopWORDS-Seg: Simultaneous Text Segmentation and Word Discovery for Open-Domain Chinese Texts via Bayesian Inference ACL 2022
Asymptotic Properties for Bayesian Neural Network in Besov Space NIPS 2022
Double Spike Dirichlet Priors for Structured Weighting JMLR 2022
Minimax Mixing Time of the Metropolis-Adjusted Langevin Algorithm for Log-Concave Sampling JMLR 2022
Bounding the Error of Discretized Langevin Algorithms for Non-Strongly Log-Concave Targets JMLR 2022
De-Sequentialized Monte Carlo: a parallel-in-time particle smoother JMLR 2022
On the Robustness to Misspecification of α-posteriors and Their Variational Approximations JMLR 2022
Efficient Inference for Dynamic Flexible Interactions of Neural Populations JMLR 2022
An Efficient Sampling Algorithm for Non-smooth Composite Potentials JMLR 2022
Joint 3D Object Detection and Tracking Using Spatio-Temporal Representation of Camera Image and LiDAR Point Clouds AAAI 2022
Approximate Bayesian Computation via Classification JMLR 2022
The AIM and EM Algorithms for Learning from Coarse Data JMLR 2022
Bayesian Recurrent Units and the Forward-Backward Algorithm INTERSPEECH 2022
Multiple Testing in Nonparametric Hidden Markov Models: An Empirical Bayes Approach JMLR 2022
More Powerful Conditional Selective Inference for Generalized Lasso by Parametric Programming JMLR 2022
Bag Graph: Multiple Instance Learning Using Bayesian Graph Neural Networks AAAI 2022
Numerical Approximations of Log Gaussian Cox Process (Student Abstract) AAAI 2022
Fast and Robust Rank Aggregation against Model Misspecification JMLR 2022
Efficient MCMC Sampling with Dimension-Free Convergence Rate using ADMM-type Splitting JMLR 2022
A Unifying Theory of Thompson Sampling for Continuous Risk-Averse Bandits AAAI 2022
Lifted Division for Lifted Hugin Belief Propagation AISTATS 2022
Spatial Multivariate Trees for Big Data Bayesian Regression JMLR 2022
A Class of Conjugate Priors for Multinomial Probit Models which Includes the Multivariate Normal One JMLR 2022
Instance Selection: A Bayesian Decision Theory Perspective AAAI 2022
End-To-End Label Uncertainty Modeling for Speech-based Arousal Recognition Using Bayesian Neural Networks INTERSPEECH 2022