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 626–650 of 2226 papers

Title	Date	Tasks	Status	Score
Bayesian Floor Field: Transferring people flow predictions across environments	Aug 23, 2022	Bayesian Inference	CodeCode Available	5
Amortized Bayesian inference for clustering models	Nov 24, 2018	Bayesian InferenceClustering	CodeCode Available	5
Gradient-free Hamiltonian Monte Carlo with Efficient Kernel Exponential Families	Jun 8, 2015	Bayesian Inference	CodeCode Available	5
Graph-based sequential beamforming	Aug 26, 2022	Bayesian Inference	CodeCode Available	5
Hamiltonian Monte Carlo Acceleration Using Surrogate Functions with Random Bases	Jun 18, 2015	Additive modelsBayesian Inference	CodeCode Available	5
Bayesian posterior approximation with stochastic ensembles	Dec 15, 2022	Bayesian Inferenceimage-classification	CodeCode Available	5
HINT: Hierarchical Invertible Neural Transport for Density Estimation and Bayesian Inference	May 25, 2019	Bayesian InferenceDensity Estimation	CodeCode Available	5
Improved Marginal Unbiased Score Expansion (MUSE) via Implicit Differentiation	Sep 21, 2022	Bayesian InferenceProbabilistic Programming	CodeCode Available	5
Improving Cooperation in Language Games with Bayesian Inference and the Cognitive Hierarchy	Dec 16, 2024	Bayesian Inference	CodeCode Available	5
Debiased Bayesian inference for average treatment effects	Sep 26, 2019	Bayesian InferenceCausal Inference	CodeCode Available	5
In-Context Learning through the Bayesian Prism	Jun 8, 2023	Bayesian InferenceIn-Context Learning	CodeCode Available	5
BAMBI: blind accelerated multimodal Bayesian inference	Oct 13, 2011	Bayesian Inference	CodeCode Available	5
Challenges in Markov chain Monte Carlo for Bayesian neural networks	Oct 15, 2019	Bayesian Inferencevalid	CodeCode Available	5
Data-driven Approach for Interpolation of Sparse Data	May 2, 2025	Bayesian InferenceGaussian Processes	CodeCode Available	5
Assumed Density Filtering Q-learning	Dec 9, 2017	Atari GamesBayesian Inference	CodeCode Available	5
Invariant polynomials and machine learning	Apr 26, 2021	Bayesian InferenceBIG-bench Machine Learning	CodeCode Available	5
Inverse decision-making using neural amortized Bayesian actors	Sep 4, 2024	AttributeBayesian Inference	CodeCode Available	5
Bandit Learning with Implicit Feedback	Dec 1, 2018	Bayesian InferenceThompson Sampling	CodeCode Available	5
Kernel embedding of maps for sequential Bayesian inference: The variational mapping particle filter	May 29, 2018	Bayesian InferenceSequential Bayesian Inference	CodeCode Available	5
Kernel Stein Discrepancy thinning: a theoretical perspective of pathologies and a practical fix with regularization	Jan 31, 2023	Bayesian Inference	CodeCode Available	5
Data Subsampling for Bayesian Neural Networks	Oct 17, 2022	Bayesian InferenceFederated Learning	CodeCode Available	5
deBInfer: Bayesian inference for dynamical models of biological systems in R	Oct 15, 2016	Bayesian 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
Latent Optimal Paths by Gumbel Propagation for Variational Bayesian Dynamic Programming	Jun 5, 2023	Bayesian InferenceSinging Voice Synthesis	CodeCode Available	5
CrossCat: A Fully Bayesian Nonparametric Method for Analyzing Heterogeneous, High Dimensional Data	Dec 3, 2015	Bayesian InferenceCommon Sense Reasoning	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