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Bayesian Inference

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

Papers

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Showing 1001–1025 of 2226 papers

TitleStatusHype
Predictive coding and stochastic resonance as fundamental principles of auditory perception—0
Deep surrogate accelerated delayed-acceptance HMC for Bayesian inference of spatio-temporal heat fluxes in rotating disc systemsCode0
Hybrid Predictive Coding: Inferring, Fast and Slow—0
Variational message passing for online polynomial NARMAX identificationCode0
Scalable Semi-Modular Inference with Variational Meta-PosteriorsCode0
Primitive-based Shape Abstraction via Nonparametric Bayesian Inference—0
Free energy and inference in living systems—0
Bayesian Deep Learning with Multilevel Trace-class Neural Networks—0
Statistic Selection and MCMC for Differentially Private Bayesian EstimationCode0
DiSECt: A Differentiable Simulator for Parameter Inference and Control in Robotic Cutting—0
Variational inference of fractional Brownian motion with linear computational complexity—0
Generative models and Bayesian inversion using Laplace approximation—0
Quantifying active and resistive stresses in adherent cells—0
Flexible Amortized Variational Inference in qBOLD MRICode0
Bayesian inference via sparse Hamiltonian flowsCode0
Estimation of the incubation period and generation time of SARS-CoV-2 Alpha and Delta variants from contact tracing data—0
Sampling Bias Correction for Supervised Machine Learning: A Bayesian Inference Approach with Practical Applications—0
Variational methods for simulation-based inferenceCode0
Online Dynamic Parameter Estimation of an Alkaline Electrolysis System Based on Bayesian Inference—0
Discovering Inductive Bias with Gibbs Priors: A Diagnostic Tool for Approximate Bayesian InferenceCode0
Gaussian Process-based Spatial Reconstruction of Electromagnetic fields—0
Comparison of LSTM autoencoder based deep learning enabled Bayesian inference using two time series reconstruction approaches—0
Scan-specific Self-supervised Bayesian Deep Non-linear Inversion for Undersampled MRI ReconstructionCode0
Bayesian adaptive and interpretable functional regression for exposure profilesCode0
Bayesian Sequential Stacking Algorithm for Concurrently Designing Molecules and Synthetic Reaction Networks—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1F-SWAAccuracy83.61—Unverified
2F-SWAGAccuracy80.93—Unverified