Bayesian Inference

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

Papers

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Showing 451–500 of 2226 papers

Title	Date	Tasks	Status	Score
Adversarial α-divergence Minimization for Bayesian Approximate Inference	Sep 13, 2019	Bayesian Inference	CodeCode Available	5
Batch Bayesian optimisation via density-ratio estimation with guarantees	Sep 22, 2022	Bayesian InferenceBayesian Optimisation	CodeCode Available	5
BAST: Bayesian Additive Regression Spanning Trees for Complex Constrained Domain	Dec 1, 2021	Bayesian Inferenceregression	CodeCode Available	5
Microbiome subcommunity learning with logistic-tree normal latent Dirichlet allocation	Sep 11, 2021	Bayesian Inference	CodeCode Available	5
Discrepancies in Epidemiological Modeling of Aggregated Heterogeneous Data	Jun 20, 2021	Bayesian Inference	CodeCode Available	5
Distilling Importance Sampling for Likelihood Free Inference	Oct 8, 2019	Bayesian InferenceEpidemiology	CodeCode Available	5
Adversarial robustness of amortized Bayesian inference	May 24, 2023	Adversarial RobustnessBayesian Inference	CodeCode Available	5
Bandit Learning with Implicit Feedback	Dec 1, 2018	Bayesian InferenceThompson Sampling	CodeCode Available	5
A Factor Graph Approach to Automated Design of Bayesian Signal Processing Algorithms	Nov 8, 2018	Bayesian Inferenceparameter estimation	CodeCode Available	5
Differentially Private Federated Variational Inference	Nov 24, 2019	Bayesian InferenceFederated 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
Bayesian inference of species trees using diffusion models	Sep 16, 2019	Bayesian Inference	CodeCode Available	5
Distilling Model Knowledge	Oct 8, 2015	Bayesian InferenceBIG-bench Machine Learning	CodeCode Available	5
Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model	Jul 20, 2018	Bayesian InferenceProbabilistic Programming	CodeCode Available	5
A Bayesian Monte Carlo approach for predicting the spread of infectious diseases	Apr 26, 2019	Bayesian InferenceDisease Prediction	CodeCode Available	5
Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation	May 23, 2019	Bayesian InferenceData Augmentation	CodeCode Available	5
A fast asynchronous MCMC sampler for sparse Bayesian inference	Aug 14, 2021	Bayesian Inference	CodeCode Available	5
Bayesian Inference on Brain-Computer Interfaces via GLASS	Apr 14, 2023	Bayesian InferenceEEG	CodeCode Available	5
Fixed-kinetic Neural Hamiltonian Flows for enhanced interpretability and reduced complexity	Feb 3, 2023	Bayesian Inference	CodeCode Available	5
Mutually Regressive Point Processes	Dec 1, 2019	Bayesian InferencePoint Processes	CodeCode Available	5
BAMBI: blind accelerated multimodal Bayesian inference	Oct 13, 2011	Bayesian Inference	CodeCode Available	5
Network Plasticity as Bayesian Inference	Apr 20, 2015	Bayesian InferenceLearning Theory	CodeCode Available	5
Amortized Bayesian Inference of GISAXS Data with Normalizing Flows	Oct 4, 2022	Bayesian InferenceObject	CodeCode Available	5
Neural Operator Variational Inference based on Regularized Stein Discrepancy for Deep Gaussian Processes	Sep 22, 2023	Bayesian InferenceGaussian Processes	CodeCode Available	5
Bayesian inference via sparse Hamiltonian flows	Mar 11, 2022	Bayesian Inference	CodeCode Available	5
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

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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