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 1601–1625 of 2226 papers

Title	Date	Tasks	Status	Hype
Efficient MCMC Sampling with Dimension-Free Convergence Rate using ADMM-type Splitting	May 23, 2019	Bayesian Inference	—Unverified	0
Accelerating Langevin Sampling with Birth-death	May 23, 2019	Bayesian Inference	—Unverified	0
Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation	May 23, 2019	Bayesian InferenceData Augmentation	CodeCode Available	0
Estimating Risk and Uncertainty in Deep Reinforcement Learning	May 23, 2019	Bayesian InferenceDeep Reinforcement Learning	CodeCode Available	0
Benchmarking Deep Learning Architectures for Predicting Readmission to the ICU and Describing Patients-at-Risk	May 21, 2019	Bayesian InferenceBenchmarking	CodeCode Available	0
Exploring helical dynamos with machine learning	May 20, 2019	Bayesian InferenceBIG-bench Machine Learning	CodeCode Available	0
Automatic Posterior Transformation for Likelihood-Free Inference	May 17, 2019	Bayesian InferenceTime Series	CodeCode Available	1
LR-GLM: High-Dimensional Bayesian Inference Using Low-Rank Data Approximations	May 17, 2019	Bayesian InferenceVocal Bursts Intensity Prediction	—Unverified	0
Reconstruction-Aware Imaging System Ranking by use of a Sparsity-Driven Numerical Observer Enabled by Variational Bayesian Inference	May 14, 2019	Bayesian InferenceCompressive Sensing	—Unverified	0
Variational approximations using Fisher divergence	May 13, 2019	Bayesian Inference	—Unverified	0
Spectral Reconstruction with Deep Neural Networks	May 10, 2019	Bayesian InferenceSpectral Reconstruction	—Unverified	0
Stein Point Markov Chain Monte Carlo	May 9, 2019	Bayesian Inference	CodeCode Available	0
A Latent Variational Framework for Stochastic Optimization	May 5, 2019	Bayesian InferenceStochastic Optimization	—Unverified	0
Parallel Gaussian process surrogate Bayesian inference with noisy likelihood evaluations	May 3, 2019	Bayesian InferenceBayesian Optimisation	CodeCode Available	0
Variational Domain Adaptation	May 1, 2019	Bayesian InferenceDomain Adaptation	—Unverified	0
Neuromorphic Acceleration for Approximate Bayesian Inference on Neural Networks via Permanent Dropout	Apr 29, 2019	Bayesian InferenceUncertainty Quantification	—Unverified	0
A Bayesian Monte Carlo approach for predicting the spread of infectious diseases	Apr 26, 2019	Bayesian InferenceDisease Prediction	CodeCode Available	0
Reversible Jump Probabilistic Programming	Apr 16, 2019	Bayesian InferenceCode Generation	CodeCode Available	0
A Bayesian Perspective on the Deep Image Prior	Apr 16, 2019	Bayesian InferenceDenoising	CodeCode Available	0
Few-Shot Bayesian Imitation Learning with Logical Program Policies	Apr 12, 2019	Bayesian InferenceImitation Learning	—Unverified	0
Compressed sensing reconstruction using Expectation Propagation	Apr 10, 2019	Bayesian Inferencecompressed sensing	—Unverified	0
A Generalization Bound for Online Variational Inference	Apr 8, 2019	Bayesian InferenceGeneralization Bounds	—Unverified	0
Bayesian Neural Networks at Finite Temperature	Apr 8, 2019	Bayesian InferenceModel Selection	CodeCode Available	0
The Kikuchi Hierarchy and Tensor PCA	Apr 8, 2019	Bayesian Inference	—Unverified	0
Generalized Variational Inference: Three arguments for deriving new Posteriors	Apr 3, 2019	Bayesian InferenceGaussian Processes	CodeCode Available	0

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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