Bayesian Inference

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

Papers

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Showing 251–300 of 2226 papers

Title	Date	Tasks	Status	Score
Approximate Variational Inference Based on a Finite Sample of Gaussian Latent Variables	Jun 11, 2019	Bayesian InferenceVariational Inference	CodeCode Available	5
DP-Fast MH: Private, Fast, and Accurate Metropolis-Hastings for Large-Scale Bayesian Inference	Mar 10, 2023	Bayesian InferenceDrug Design	CodeCode Available	5
Etalumis: Bringing Probabilistic Programming to Scientific Simulators at Scale	Jul 8, 2019	Bayesian InferenceCPU	CodeCode Available	5
Evaluating and Modeling Social Intelligence: A Comparative Study of Human and AI Capabilities	May 20, 2024	Bayesian InferenceZero-Shot Learning	CodeCode Available	5
DropConnect Is Effective in Modeling Uncertainty of Bayesian Deep Networks	Jun 7, 2019	Autonomous DrivingBayesian Inference	CodeCode Available	5
Data-driven Modeling and Inference for Bayesian Gaussian Process ODEs via Double Normalizing Flows	Sep 17, 2023	Bayesian InferenceGaussian Processes	CodeCode Available	5
Adversarial α-divergence Minimization for Bayesian Approximate Inference	Sep 13, 2019	Bayesian Inference	CodeCode Available	5
Doubly Robust Bayesian Inference for Non-Stationary Streaming Data with β-Divergences	Jun 6, 2018	Bayesian InferenceChange Point Detection	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
Accelerating Monte Carlo Bayesian Inference via Approximating Predictive Uncertainty over Simplex	May 29, 2019	Adversarial AttackBayesian Inference	CodeCode Available	5
DPER: Dynamic Programming for Exist-Random Stochastic SAT	May 19, 2022	Bayesian InferenceFairness	CodeCode Available	5
Exploring helical dynamos with machine learning	May 20, 2019	Bayesian InferenceBIG-bench Machine Learning	CodeCode Available	5
Approximate Bayesian Neural Doppler Imaging	Aug 20, 2021	Bayesian Inference	CodeCode Available	5
Distilling Importance Sampling for Likelihood Free Inference	Oct 8, 2019	Bayesian InferenceEpidemiology	CodeCode Available	5
Distilling Model Knowledge	Oct 8, 2015	Bayesian InferenceBIG-bench Machine Learning	CodeCode Available	5
AdvancedHMC.jl: A robust, modular and efficient implementation of advanced HMC algorithms	Oct 16, 2019	Bayesian InferenceBenchmarking	CodeCode Available	5
Approximate Bayesian Inference for a Mechanistic Model of Vesicle Release at a Ribbon Synapse	Dec 1, 2019	Bayesian InferenceDescriptive	CodeCode Available	5
Discovering Inductive Bias with Gibbs Priors: A Diagnostic Tool for Approximate Bayesian Inference	Mar 7, 2022	Bayesian InferenceDiagnostic	CodeCode Available	5
Discrepancies in Epidemiological Modeling of Aggregated Heterogeneous Data	Jun 20, 2021	Bayesian Inference	CodeCode Available	5
A Bayesian Method for Joint Clustering of Vectorial Data and Network Data	Oct 24, 2017	Bayesian InferenceClustering	CodeCode Available	5
Distributed Markov Chain Monte Carlo Sampling based on the Alternating Direction Method of Multipliers	Jan 29, 2024	Bayesian InferenceDistributed Optimization	CodeCode Available	5
Differentially Private Bayesian Learning on Distributed Data	Mar 3, 2017	Bayesian Inference	CodeCode Available	5
Accelerating Convergence of Stein Variational Gradient Descent via Deep Unfolding	Feb 23, 2024	Bayesian InferenceVariational Inference	CodeCode Available	5
Differentially Private Distributed Bayesian Linear Regression with MCMC	Jan 31, 2023	Bayesian InferencePrivacy Preserving	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 Dirichlet Mixture Model of Hawkes Processes for Event Sequence Clustering	Jan 31, 2017	Bayesian InferenceClustering	CodeCode Available	5
Differentially Private Bayesian Inference for Exponential Families	Sep 6, 2018	Bayesian Inference	CodeCode Available	5
Differentially Private Federated Variational Inference	Nov 24, 2019	Bayesian InferenceFederated Learning	CodeCode Available	5
A digital twin framework for civil engineering structures	Aug 2, 2023	Bayesian InferenceCantilever Beam	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
Detecting structural perturbations from time series with deep learning	Jun 9, 2020	Bayesian InferenceDeep Learning	CodeCode Available	5
Benchmarking Deep Learning Architectures for Predicting Readmission to the ICU and Describing Patients-at-Risk	May 21, 2019	Bayesian InferenceBenchmarking	CodeCode Available	5
Deep Learning and genetic algorithms for cosmological Bayesian inference speed-up	May 6, 2024	Bayesian InferenceHyperparameter Optimization	CodeCode Available	5
A Novel Incremental Learning Driven Instance Segmentation Framework to Recognize Highly Cluttered Instances of the Contraband Items	Jan 7, 2022	Bayesian InferenceDecoder	CodeCode Available	5
Deep Bayesian Structure Networks	Sep 25, 2019	Bayesian InferenceNeural Architecture Search	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
A Novel Deterministic Framework for Non-probabilistic Recommender Systems	Sep 2, 2018	Bayesian InferenceCollaborative Filtering	CodeCode Available	5
deBInfer: Bayesian inference for dynamical models of biological systems in R	Oct 15, 2016	Bayesian Inference	CodeCode Available	5
Deep Active Inference as Variational Policy Gradients	Jul 8, 2019	Bayesian Inferencereinforcement-learning	CodeCode Available	5
Measuring Uncertainty through Bayesian Learning of Deep Neural Network Structure	Nov 22, 2019	Bayesian InferenceNeural Architecture Search	CodeCode Available	5
Accelerated Stein Variational Gradient Flow	Mar 30, 2025	Bayesian Inference	CodeCode Available	5
Debiased Bayesian inference for average treatment effects	Sep 26, 2019	Bayesian InferenceCausal Inference	CodeCode Available	5
Deep Bayesian inference for seismic imaging with tasks	Oct 10, 2021	Bayesian InferenceInductive Bias	CodeCode Available	5
Deep Neural Networks as Gaussian Processes	Nov 1, 2017	Bayesian InferenceGaussian Processes	CodeCode Available	5
Annealed Stein Variational Gradient Descent for Improved Uncertainty Estimation in Full-Waveform Inversion	Oct 17, 2024	Bayesian InferenceVariational Inference	CodeCode Available	5
Accelerated Information Gradient flow	Sep 4, 2019	Bayesian Inference	CodeCode Available	5
Data-driven Approach for Interpolation of Sparse Data	May 2, 2025	Bayesian InferenceGaussian Processes	CodeCode Available	5
COVID-19 detection using chest X-rays: is lung segmentation important for generalization?	Apr 12, 2021	Bayesian InferenceGeneral Classification	CodeCode Available	5
Greedy inference with structure-exploiting lazy maps	May 31, 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