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 1651–1675 of 2226 papers

Title	Date	Tasks	Status	Hype
A Bayesian Approach for Accurate Classification-Based Aggregates	Feb 6, 2019	Bayesian InferenceClassification	—Unverified	0
Stochastic Zeroth-order Discretizations of Langevin Diffusions for Bayesian Inference	Feb 4, 2019	Bayesian InferenceStochastic Optimization	—Unverified	0
Predictive Uncertainty Quantification with Compound Density Networks	Feb 4, 2019	Bayesian InferenceUncertainty Quantification	—Unverified	0
Particle Flow Bayes' Rule	Feb 2, 2019	Bayesian InferenceMeta-Learning	CodeCode Available	1
Functional Regularisation for Continual Learning with Gaussian Processes	Jan 31, 2019	Bayesian InferenceContinual Learning	CodeCode Available	0
Sequential Bayesian Detection of Spike Activities from Fluorescence Observations	Jan 31, 2019	Bayesian Inference	—Unverified	0
Metric Gaussian Variational Inference	Jan 30, 2019	Bayesian InferenceVariational Inference	CodeCode Available	0
Stochastic Gradient MCMC for Nonlinear State Space Models	Jan 29, 2019	Bayesian InferenceState Space Models	CodeCode Available	0
Scalable Metropolis-Hastings for Exact Bayesian Inference with Large Datasets	Jan 28, 2019	Bayesian Inference	CodeCode Available	0
What does the free energy principle tell us about the brain?	Jan 23, 2019	Active LearningBayesian Inference	—Unverified	0
Fitting A Mixture Distribution to Data: Tutorial	Jan 20, 2019	Bayesian InferenceBayesian Optimisation	CodeCode Available	0
A bi-partite generative model framework for analyzing and simulating large scale multiple discrete-continuous travel behaviour data	Jan 18, 2019	Bayesian InferenceBIG-bench Machine Learning	—Unverified	0
Theory of Minds: Understanding Behavior in Groups Through Inverse Planning	Jan 18, 2019	Action UnderstandingBayesian Inference	—Unverified	0
Multi-modal Ensemble Classification for Generalized Zero Shot Learning	Jan 15, 2019	Bayesian InferenceClassification	—Unverified	0
Mixed Variational Inference	Jan 15, 2019	Bayesian InferenceVariational Inference	CodeCode Available	0
Bayesian shrinkage in mixture of experts models: Identifying robust determinants of class membership	Jan 12, 2019	Bayesian InferenceMixture-of-Experts	—Unverified	0
Undirected Graphical Models as Approximate Posteriors	Jan 11, 2019	Bayesian Inference	CodeCode Available	0
A Comprehensive guide to Bayesian Convolutional Neural Network with Variational Inference	Jan 8, 2019	Bayesian InferenceGeneral Classification	CodeCode Available	0
Uncertainty-Based Out-of-Distribution Detection in Deep Reinforcement Learning	Jan 8, 2019	Bayesian InferenceDeep Reinforcement Learning	—Unverified	0
Can You Trust This Prediction? Auditing Pointwise Reliability After Learning	Jan 2, 2019	Bayesian Inference	—Unverified	0
Accelerated MM Algorithms for Ranking Scores Inference from Comparison Data	Jan 1, 2019	Bayesian Inference	CodeCode Available	0
Guess Who's Coming (and Who's Going): Bringing Perspective to the Rational Speech Acts Framework	Jan 1, 2019	Bayesian Inference	—Unverified	0
Probabilistic Streaming Tensor Decomposition	Dec 31, 2018	Bayesian InferenceTensor Decomposition	CodeCode Available	0
Neural Clustering Processes	Dec 28, 2018	Bayesian InferenceClustering	CodeCode Available	1
Meta Architecture Search	Dec 22, 2018	Bayesian InferenceFew-Shot Learning	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