Bayesian Inference

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

Papers

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Showing 576–600 of 2226 papers

Title	Date	Tasks	Status	Score
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