Bayesian Inference

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

Papers

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Showing 551–600 of 2226 papers

Title	Date	Tasks	Status	Score
DLBI: Deep learning guided Bayesian inference for structure reconstruction of super-resolution fluorescence microscopy	May 20, 2018	Bayesian InferenceDeep Learning	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
Distilling Model Knowledge	Oct 8, 2015	Bayesian InferenceBIG-bench Machine Learning	CodeCode Available	5
Distilling Importance Sampling for Likelihood Free Inference	Oct 8, 2019	Bayesian InferenceEpidemiology	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
Bayesian task embedding for few-shot Bayesian optimization	Jan 2, 2020	Bayesian InferenceBayesian Optimization	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
DPO: Dynamic-Programming Optimization on Hybrid Constraints	May 17, 2022	Bayesian Inference	CodeCode Available	5
Differentially Private Bayesian Learning on Distributed Data	Mar 3, 2017	Bayesian Inference	CodeCode Available	5
Efficient Training of Probabilistic Neural Networks for Survival Analysis	Apr 9, 2024	Bayesian InferenceComputational Efficiency	CodeCode Available	5
Differentially Private Distributed Bayesian Linear Regression with MCMC	Jan 31, 2023	Bayesian InferencePrivacy Preserving	CodeCode Available	5
Asynchronous and Distributed Data Augmentation for Massive Data Settings	Sep 18, 2021	Bayesian InferenceData Augmentation	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
Detecting structural perturbations from time series with deep learning	Jun 9, 2020	Bayesian InferenceDeep Learning	CodeCode Available	5
Bayeslands: A Bayesian inference approach for parameter uncertainty quantification in Badlands	May 2, 2018	Bayesian InferenceUncertainty Quantification	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 Compact Representation for Bayesian Neural Networks By Removing Permutation Symmetry	Dec 31, 2023	Bayesian InferenceVariational Inference	CodeCode Available	5
BClean: A Bayesian Data Cleaning System	Nov 11, 2023	Bayesian Inferencegraph partitioning	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
Being a Bit Frequentist Improves Bayesian Neural Networks	Jun 18, 2021	Bayesian InferenceOut of Distribution (OOD) Detection	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
Data-driven Modeling and Inference for Bayesian Gaussian Process ODEs via Double Normalizing Flows	Sep 17, 2023	Bayesian InferenceGaussian Processes	CodeCode Available	5
ALINE: Joint Amortization for Bayesian Inference and Active Data Acquisition	Jun 8, 2025	Active LearningBayesian Inference	CodeCode Available	5
Dropout as a Structured Shrinkage Prior	Oct 9, 2018	Bayesian Inference	CodeCode Available	5
Better Peer Grading through Bayesian Inference	Sep 2, 2022	Bayesian Inference	CodeCode Available	5
Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs	Feb 20, 2019	Bayesian InferencePosition	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 Learning and genetic algorithms for cosmological Bayesian inference speed-up	May 6, 2024	Bayesian InferenceHyperparameter Optimization	CodeCode Available	5
Attentional Prototype Inference for Few-Shot Segmentation	May 14, 2021	Bayesian InferenceFew-Shot Semantic Segmentation	CodeCode Available	5
Deep Neural Networks as Gaussian Processes	Nov 1, 2017	Bayesian InferenceGaussian Processes	CodeCode Available	5
Dependent Multinomial Models Made Easy: Stick Breaking with the Pólya-Gamma Augmentation	Jun 18, 2015	Bayesian InferencePosition	CodeCode Available	5
Bayesian score calibration for approximate models	Nov 10, 2022	Bayesian Inferencescoring rule	CodeCode Available	5
Bayesian Robust Aggregation for Federated Learning	May 5, 2025	Bayesian InferenceFederated Learning	CodeCode Available	5
Efficient Neural Network Approaches for Conditional Optimal Transport with Applications in Bayesian Inference	Oct 25, 2023	Bayesian InferenceComputational Efficiency	CodeCode Available	5
Deep Bayesian Structure Networks	Sep 25, 2019	Bayesian InferenceNeural Architecture Search	CodeCode Available	5
Electricity Spot Prices Forecasting Using Stochastic Volatility Models	Jun 9, 2024	Bayesian InferenceTime Series	CodeCode Available	5
A stochastic Stein Variational Newton method	Apr 19, 2022	Bayesian Inference	CodeCode Available	5
Bijectors.jl: Flexible transformations for probability distributions	Oct 16, 2019	Bayesian InferenceVariational Inference	CodeCode Available	5
Bayesian regression and Bitcoin	Oct 6, 2014	Bayesian InferenceBinary Classification	CodeCode Available	5
Deep Bayesian inference for seismic imaging with tasks	Oct 10, 2021	Bayesian InferenceInductive Bias	CodeCode Available	5
Bayesian reconstruction of memories stored in neural networks from their connectivity	May 16, 2021	Bayesian Inference	CodeCode Available	5
Epidemic-guided deep learning for spatiotemporal forecasting of Tuberculosis outbreak	Feb 15, 2025	Bayesian InferenceConformal Prediction	CodeCode Available	5
Debiased Bayesian inference for average treatment effects	Sep 26, 2019	Bayesian InferenceCausal Inference	CodeCode Available	5
Estimating Risk and Uncertainty in Deep Reinforcement Learning	May 23, 2019	Bayesian InferenceDeep Reinforcement Learning	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
Bistable perception, precision and neuromodulation	Dec 19, 2022	Bayesian Inference	CodeCode Available	5
deBInfer: Bayesian inference for dynamical models of biological systems in R	Oct 15, 2016	Bayesian Inference	CodeCode Available	5
Bayesian Pseudocoresets	Dec 1, 2020	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