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Bayesian Inference

1724 directly classified papers

Papers per year

Papers

Inference and Learning with Model Uncertainty in Probabilistic Logic Programs AAAI 2022
Streaming Inference for Infinite Feature Models ICML 2022
Bayesian Classifier Fusion with an Explicit Model of Correlation AISTATS 2022
Knowledge Distillation via Constrained Variational Inference AAAI 2022
GAR: Generalized Autoregression for Multi-Fidelity Fusion NIPS 2022
More Powerful Conditional Selective Inference for Generalized Lasso by Parametric Programming JMLR 2022
Approximate Bayesian Computation via Classification JMLR 2022
De-Sequentialized Monte Carlo: a parallel-in-time particle smoother JMLR 2022
Robust and Accurate Superquadric Recovery: A Probabilistic Approach CVPR 2022
Bounding the Error of Discretized Langevin Algorithms for Non-Strongly Log-Concave Targets JMLR 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
Bayesian Invariant Risk Minimization CVPR 2022
Amodal Segmentation Through Out-of-Task and Out-of-Distribution Generalization With a Bayesian Model CVPR 2022
Multiple Testing in Nonparametric Hidden Markov Models: An Empirical Bayes Approach JMLR 2022
On the Robustness to Misspecification of α-posteriors and Their Variational Approximations JMLR 2022
The AIM and EM Algorithms for Learning from Coarse Data JMLR 2022
Efficient Inference for Dynamic Flexible Interactions of Neural Populations JMLR 2022
Score Matched Neural Exponential Families for Likelihood-Free Inference JMLR 2022
Bregman Proximal Langevin Monte Carlo via Bregman-Moreau Envelopes ICML 2022
Bayesian Pseudo Posterior Mechanism under Asymptotic Differential Privacy JMLR 2022
An Efficient Sampling Algorithm for Non-smooth Composite Potentials JMLR 2022
Bayesian Multinomial Logistic Normal Models through Marginally Latent Matrix-T Processes JMLR 2022
Spatial Multivariate Trees for Big Data Bayesian Regression JMLR 2022
Fast and Robust Rank Aggregation against Model Misspecification JMLR 2022