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 476–500 of 2226 papers

Title	Date	Tasks	Status	Score
Bayesian Inference with Anchored Ensembles of Neural Networks, and Application to Exploration in Reinforcement Learning	May 29, 2018	Bayesian Inferencereinforcement-learning	CodeCode Available	5
Bayesian Inference with Certifiable Adversarial Robustness	Feb 10, 2021	Adversarial RobustnessBayesian Inference	CodeCode Available	5
Dependent Multinomial Models Made Easy: Stick Breaking with the Pólya-Gamma Augmentation	Jun 18, 2015	Bayesian InferencePosition	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
Nonparametric Bayesian Deep Networks with Local Competition	May 19, 2018	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
NFAD: Fixing anomaly detection using normalizing flows	Dec 19, 2019	Anomaly DetectionBayesian Inference	CodeCode Available	5
Detecting structural perturbations from time series with deep learning	Jun 9, 2020	Bayesian InferenceDeep Learning	CodeCode Available	5
Deep Learning and genetic algorithms for cosmological Bayesian inference speed-up	May 6, 2024	Bayesian InferenceHyperparameter Optimization	CodeCode Available	5
Amortized Bayesian inference for clustering models	Nov 24, 2018	Bayesian InferenceClustering	CodeCode Available	5
On Estimating the Gradient of the Expected Information Gain in Bayesian Experimental Design	Aug 19, 2023	Bayesian InferenceExperimental Design	CodeCode Available	5
AGEM: Solving Linear Inverse Problems via Deep Priors and Sampling	Dec 1, 2019	Bayesian InferenceDeblurring	CodeCode Available	5
Online neural connectivity estimation with ensemble stimulation	Jul 27, 2020	Bayesian Inferencecompressed sensing	CodeCode Available	5
Arbitrary Marginal Neural Ratio Estimation for Simulation-based Inference	Oct 1, 2021	Bayesian Inference	CodeCode Available	5
On Sequential Bayesian Inference for Continual Learning	Jan 4, 2023	Bayesian InferenceContinual Learning	CodeCode Available	5
Bayesian Joint Spike-and-Slab Graphical Lasso	May 18, 2018	Bayesian InferenceModel Selection	CodeCode Available	5
Are Bayesian neural networks intrinsically good at out-of-distribution detection?	Jul 26, 2021	Bayesian InferenceOut-of-Distribution Detection	CodeCode Available	5
Bayesian latent structure discovery from multi-neuron recordings	Oct 26, 2016	Bayesian InferenceClustering	CodeCode Available	5
Bayesian Learning-Based Adaptive Control for Safety Critical Systems	Oct 5, 2019	Autonomous VehiclesBayesian Inference	CodeCode Available	5
Deep learning and MCMC with aggVAE for shifting administrative boundaries: mapping malaria prevalence in Kenya	May 31, 2023	Bayesian Inference	CodeCode Available	5
Deep Bayesian Structure Networks	Sep 25, 2019	Bayesian InferenceNeural Architecture Search	CodeCode Available	5
Deep Neural Networks as Gaussian Processes	Nov 1, 2017	Bayesian InferenceGaussian Processes	CodeCode Available	5
Development of Use-specific High Performance Cyber-Nanomaterial Optical Detectors by Effective Choice of Machine Learning Algorithms	Dec 26, 2019	Bayesian Inference	CodeCode Available	5
A generative flow for conditional sampling via optimal transport	Jul 9, 2023	Bayesian InferenceDensity Estimation	CodeCode Available	5
Debiased Bayesian inference for average treatment effects	Sep 26, 2019	Bayesian InferenceCausal Inference	CodeCode Available	5

Show:10 25 50

← PrevPage 20 of 90Next →

Benchmark Results

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