Bayesian Inference

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

Papers

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Showing 701–725 of 2226 papers

Title	Date	Tasks	Status	Score
Accelerated MM Algorithms for Ranking Scores Inference from Comparison Data	Jan 1, 2019	Bayesian Inference	CodeCode Available	5
Bayesian neural network with pretrained protein embedding enhances prediction accuracy of drug-protein interaction	Dec 15, 2020	Bayesian InferenceDeep Learning	CodeCode Available	5
A Hierarchical Bayesian Model for Deep Few-Shot Meta Learning	Jun 16, 2023	Bayesian InferenceMeta-Learning	CodeCode Available	5
Deep Learning and genetic algorithms for cosmological Bayesian inference speed-up	May 6, 2024	Bayesian InferenceHyperparameter Optimization	CodeCode Available	5
Dependent Multinomial Models Made Easy: Stick Breaking with the Pólya-Gamma Augmentation	Jun 18, 2015	Bayesian InferencePosition	CodeCode Available	5
Bayesian Neural Networks for Virtual Flow Metering: An Empirical Study	Feb 2, 2021	Bayesian InferenceVariational Inference	CodeCode Available	5
Coresets for Scalable Bayesian Logistic Regression	May 20, 2016	Bayesian Inferenceregression	CodeCode Available	5
deBInfer: Bayesian inference for dynamical models of biological systems in R	Oct 15, 2016	Bayesian Inference	CodeCode Available	5
Bayesian Conditional Density Filtering	Jan 15, 2014	Bayesian Inference	CodeCode Available	5
Correcting Predictions for Approximate Bayesian Inference	Sep 11, 2019	Bayesian InferenceDecision Making	CodeCode Available	5
Deep Active Inference as Variational Policy Gradients	Jul 8, 2019	Bayesian Inferencereinforcement-learning	CodeCode Available	5
Particle Mean Field Variational Bayes	Mar 24, 2023	Bayesian Inferenceregression	CodeCode Available	5
Bayesian Neural Networks at Finite Temperature	Apr 8, 2019	Bayesian InferenceModel Selection	CodeCode Available	5
A Hamiltonian Monte Carlo Model for Imputation and Augmentation of Healthcare Data	Mar 3, 2021	Bayesian InferenceImputation	CodeCode Available	5
Debiased Bayesian inference for average treatment effects	Sep 26, 2019	Bayesian InferenceCausal Inference	CodeCode Available	5
CrossCat: A Fully Bayesian Nonparametric Method for Analyzing Heterogeneous, High Dimensional Data	Dec 3, 2015	Bayesian InferenceCommon Sense Reasoning	CodeCode Available	5
Uncertainty Estimations by Softplus normalization in Bayesian Convolutional Neural Networks with Variational Inference	Jun 15, 2018	Bayesian InferenceGeneral Classification	CodeCode Available	5
Analysis of Markov Jump Processes under Terminal Constraints	Oct 20, 2020	Bayesian Inference	CodeCode Available	5
Deep Bayesian inference for seismic imaging with tasks	Oct 10, 2021	Bayesian InferenceInductive Bias	CodeCode Available	5
Data-driven Approach for Interpolation of Sparse Data	May 2, 2025	Bayesian InferenceGaussian Processes	CodeCode Available	5
A Scalable Laplace Approximation for Neural Networks	Jan 1, 2018	Bayesian Inference	CodeCode Available	5
Data Subsampling for Bayesian Neural Networks	Oct 17, 2022	Bayesian InferenceFederated Learning	CodeCode Available	5
Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation	Oct 26, 2023	Bayesian InferenceDecision Making	CodeCode Available	5
Bayesian multiscale deep generative model for the solution of high-dimensional inverse problems	Feb 4, 2021	Bayesian Inferenceparameter estimation	CodeCode Available	5
Stein Point Markov Chain Monte Carlo	May 9, 2019	Bayesian Inference	CodeCode Available	5

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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