Bayesian Inference

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

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 376–400 of 2226 papers

Title	Date	Tasks	Status	Score
An efficient likelihood-free Bayesian inference method based on sequential neural posterior estimation	Nov 21, 2023	Bayesian Inference	CodeCode Available	5
Projective Integral Updates for High-Dimensional Variational Inference	Jan 20, 2023	Bayesian InferenceVariational Inference	CodeCode Available	5
Ensemble transport smoothing. Part I: Unified framework	Oct 31, 2022	Bayesian InferenceComputational Efficiency	CodeCode Available	5
An embedded segmental K-means model for unsupervised segmentation and clustering of speech	Mar 23, 2017	Bayesian InferenceClustering	CodeCode Available	5
Differentially Private Distributed Bayesian Linear Regression with MCMC	Jan 31, 2023	Bayesian InferencePrivacy Preserving	CodeCode Available	5
Estimating Risk and Uncertainty in Deep Reinforcement Learning	May 23, 2019	Bayesian InferenceDeep Reinforcement Learning	CodeCode Available	5
Discovering Inductive Bias with Gibbs Priors: A Diagnostic Tool for Approximate Bayesian Inference	Mar 7, 2022	Bayesian InferenceDiagnostic	CodeCode Available	5
Do Bayesian Variational Autoencoders Know What They Don't Know?	Dec 29, 2022	Bayesian InferenceOut of Distribution (OOD) Detection	CodeCode Available	5
Empirical analysis of representation learning and exploration in neural kernel bandits	Nov 5, 2021	Bayesian InferenceDecision Making	CodeCode Available	5
Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks	Dec 16, 2021	Bayesian InferenceDecision Making	CodeCode Available	5
Are Normalizing Flows the Key to Unlocking the Exponential Mechanism?	Nov 15, 2023	Bayesian InferenceInference Attack	CodeCode Available	5
Amortized Variational Inference: When and Why?	Jul 20, 2023	Bayesian InferenceGaussian Processes	CodeCode Available	5
Baxter Permutation Process	Dec 1, 2020	Bayesian Inference	CodeCode Available	5
Deep surrogate accelerated delayed-acceptance HMC for Bayesian inference of spatio-temporal heat fluxes in rotating disc systems	Apr 5, 2022	Bayesian Inference	CodeCode Available	5
Non-Programmers Can Label Programs Indirectly via Active Examples: A Case Study with Text-to-SQL	May 25, 2022	Bayesian InferenceText to SQL	CodeCode Available	5
Batch Bayesian Optimization via Particle Gradient Flows	Sep 10, 2022	Bayesian InferenceBayesian Optimisation	CodeCode Available	5
Fast and Simple Natural-Gradient Variational Inference with Mixture of Exponential-family Approximations	Jun 7, 2019	Bayesian InferenceVariational Inference	CodeCode Available	5
Bayesian imaging inverse problem with SA-Roundtrip prior via HMC-pCN sampler	Oct 24, 2023	Bayesian InferenceComputed Tomography (CT)	CodeCode Available	5
Faster MCMC for Gaussian Latent Position Network Models	Jun 13, 2020	Bayesian InferenceClustering	CodeCode Available	5
Deep Neural Networks as Gaussian Processes	Nov 1, 2017	Bayesian InferenceGaussian Processes	CodeCode Available	5
Fast yet Simple Natural-Gradient Descent for Variational Inference in Complex Models	Jul 12, 2018	Bayesian InferenceVariational Inference	CodeCode Available	5
Demonstrating the Continual Learning Capabilities and Practical Application of Discrete-Time Active Inference	Sep 30, 2024	Bayesian InferenceContinual Learning	CodeCode Available	5
Fidelity of Hyperbolic Space for Bayesian Phylogenetic Inference	Jun 16, 2022	Bayesian InferenceNavigate	CodeCode Available	5
Dependent Multinomial Models Made Easy: Stick Breaking with the Pólya-Gamma Augmentation	Jun 18, 2015	Bayesian InferencePosition	CodeCode Available	5
Batch Bayesian optimisation via density-ratio estimation with guarantees	Sep 22, 2022	Bayesian InferenceBayesian Optimisation	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