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 101–125 of 2226 papers

Title	Date	Tasks	Status	Hype
Accelerated Bayesian SED Modeling using Amortized Neural Posterior Estimation	Mar 14, 2022	Bayesian InferenceCPU	CodeCode Available	1
GATSBI: Generative Adversarial Training for Simulation-Based Inference	Mar 12, 2022	Bayesian Inference	CodeCode Available	1
Learning to Generalize across Domains on Single Test Samples	Feb 16, 2022	Bayesian InferenceDomain Adaptation	CodeCode Available	1
Fully Adaptive Bayesian Algorithm for Data Analysis, FABADA	Jan 13, 2022	AstronomyBayesian Inference	CodeCode Available	1
Reactive Message Passing for Scalable Bayesian Inference	Dec 25, 2021	Bayesian InferenceState Space Models	CodeCode Available	1
Transformers Can Do Bayesian Inference	Dec 20, 2021	AutoMLBayesian Inference	CodeCode Available	1
Efficient Online Bayesian Inference for Neural Bandits	Dec 1, 2021	Bayesian InferenceRecommendation Systems	CodeCode Available	1
Semi-supervised Impedance Inversion by Bayesian Neural Network Based on 2-d CNN Pre-training	Nov 20, 2021	Bayesian Inference	CodeCode Available	1
Locally Learned Synaptic Dropout for Complete Bayesian Inference	Nov 18, 2021	Bayesian Inference	CodeCode Available	1
Variational Multi-Task Learning with Gumbel-Softmax Priors	Nov 9, 2021	Bayesian InferenceMulti-Task Learning	CodeCode Available	1
Bayes-Newton Methods for Approximate Bayesian Inference with PSD Guarantees	Nov 2, 2021	Bayesian InferenceGaussian Processes	CodeCode Available	1
Recursive Bayesian Networks: Generalising and Unifying Probabilistic Context-Free Grammars and Dynamic Bayesian Networks	Nov 2, 2021	Bayesian InferenceChange Point Detection	CodeCode Available	1
Probabilistic Numerical Method of Lines for Time-Dependent Partial Differential Equations	Oct 22, 2021	Bayesian Inference	CodeCode Available	1
Pick-and-Mix Information Operators for Probabilistic ODE Solvers	Oct 20, 2021	Bayesian Inference	CodeCode Available	1
Unsupervised Source Separation via Bayesian Inference in the Latent Domain	Oct 11, 2021	Audio Source SeparationBayesian Inference	CodeCode Available	1
Dynamic Semantic Occupancy Mapping using 3D Scene Flow and Closed-Form Bayesian Inference	Aug 6, 2021	Bayesian InferenceForm	CodeCode Available	1
Neural Variational Gradient Descent	Jul 22, 2021	Bayesian Inferenceregression	CodeCode Available	1
SoftHebb: Bayesian Inference in Unsupervised Hebbian Soft Winner-Take-All Networks	Jul 12, 2021	AllBayesian Inference	CodeCode Available	1
Probabilistic semi-nonnegative matrix factorization: a Skellam-based framework	Jul 7, 2021	Bayesian Inference	CodeCode Available	1
Repulsive Deep Ensembles are Bayesian	Jun 22, 2021	Bayesian InferenceDiversity	CodeCode Available	1
Dangers of Bayesian Model Averaging under Covariate Shift	Jun 22, 2021	Bayesian Inferencemodel	CodeCode Available	1
Variational multiple shooting for Bayesian ODEs with Gaussian processes	Jun 21, 2021	Bayesian InferenceGaussian Processes	CodeCode Available	1
Out-of-Distribution Detection Using Union of 1-Dimensional Subspaces	Jun 19, 2021	Bayesian InferenceOut-of-Distribution Detection	CodeCode Available	1
Variational Causal Networks: Approximate Bayesian Inference over Causal Structures	Jun 14, 2021	Bayesian InferenceCausal Inference	CodeCode Available	1
Deep Bayesian Unsupervised Lifelong Learning	Jun 13, 2021	Bayesian InferenceLifelong learning	CodeCode Available	1

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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