Bayesian Inference

Bayesian Inference is a methodology that employs Bayes Rule to estimate parameters (and their full posterior).

Papers

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Showing 1901–1925 of 2226 papers

Title	Date	Tasks	Status
Analytical Approximation of the ELBO Gradient in the Context of the Clutter Problem	Apr 16, 2024	Bayesian InferenceVariational Inference	CodeCode Available
Bayesian Joint Spike-and-Slab Graphical Lasso	May 18, 2018	Bayesian InferenceModel Selection	CodeCode Available
T-LoHo: A Bayesian Regularization Model for Structured Sparsity and Smoothness on Graphs	Jul 6, 2021	Anomaly DetectionBayesian Inference	CodeCode Available
Expectation propagation as a way of life: A framework for Bayesian inference on partitioned data	Dec 16, 2014	Bayesian Inference	CodeCode Available
ALINE: Joint Amortization for Bayesian Inference and Active Data Acquisition	Jun 8, 2025	Active LearningBayesian Inference	CodeCode Available
Understanding Non-linearity in Graph Neural Networks from the Bayesian-Inference Perspective	Jul 22, 2022	Bayesian InferenceNode Classification	CodeCode Available
Statistic Selection and MCMC for Differentially Private Bayesian Estimation	Mar 24, 2022	Bayesian Inference	CodeCode Available
Variational Bayes on Manifolds	Aug 8, 2019	Bayesian Inference	CodeCode Available
Model-based Validation as Probabilistic Inference	May 17, 2023	Bayesian Inferencemodel	CodeCode Available
Model Evidence with Fast Tree Based Quadrature	May 22, 2020	Bayesian Inferencemodel	CodeCode Available
Analysis of Markov Jump Processes under Terminal Constraints	Oct 20, 2020	Bayesian Inference	CodeCode Available
Exploring helical dynamos with machine learning	May 20, 2019	Bayesian InferenceBIG-bench Machine Learning	CodeCode Available
Exploring Variational Deep Q Networks	Aug 4, 2020	Bayesian Inference	CodeCode Available
Are Normalizing Flows the Key to Unlocking the Exponential Mechanism?	Nov 15, 2023	Bayesian InferenceInference Attack	CodeCode Available
A hierarchical Bayesian model to find brain-behaviour associations in incomplete data sets	Mar 11, 2021	Bayesian InferenceMissing Values	CodeCode Available
BRUNO: A Deep Recurrent Model for Exchangeable Data	Feb 21, 2018	Anomaly DetectionBayesian Inference	CodeCode Available
Understanding Variational Inference in Function-Space	Nov 18, 2020	Bayesian InferenceVariational Inference	CodeCode Available
Stein Variational Gradient Descent With Matrix-Valued Kernels	Oct 28, 2019	Bayesian Inference	CodeCode Available
Batch Bayesian optimisation via density-ratio estimation with guarantees	Sep 22, 2022	Bayesian InferenceBayesian Optimisation	CodeCode Available
ReLU to the Rescue: Improve Your On-Policy Actor-Critic with Positive Advantages	Jun 2, 2023	Bayesian Inferencecontinuous-control	CodeCode Available
Accelerating Monte Carlo Bayesian Inference via Approximating Predictive Uncertainty over Simplex	May 29, 2019	Adversarial AttackBayesian Inference	CodeCode Available
Fast, accurate and lightweight sequential simulation-based inference using Gaussian locally linear mappings	Mar 12, 2024	Bayesian Inference	CodeCode Available
Fast and accurate approximate inference of transcript expression from RNA-seq data	Jun 30, 2015	Bayesian Inference	CodeCode Available
Blang: Bayesian declarative modelling of general data structures and inference via algorithms based on distribution continua	Dec 22, 2019	Bayesian Inference	CodeCode Available
Stein Variational Newton Neural Network Ensembles	Nov 4, 2024	Bayesian InferenceUncertainty Quantification	CodeCode Available

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	F-SWA	Accuracy	83.61	—	Unverified
2	F-SWAG	Accuracy	80.93	—	Unverified