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Bayesian Inference

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

Papers

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Showing 1551–1600 of 2226 papers

TitleStatusHype
GAN priors for Bayesian inference—0
Adversarial α-divergence Minimization for Bayesian Approximate InferenceCode0
Bayesian parameter estimation using conditional variational autoencoders for gravitational-wave astronomyCode0
Learning Bayesian posteriors with neural networks for gravitational-wave inferenceCode0
Efficient Bayesian synthetic likelihood with whitening transformations—0
Correcting Predictions for Approximate Bayesian InferenceCode0
Spike Sorting using the Neural Clustering ProcessCode0
Evaluating Topic Quality with Posterior VariabilityCode0
Accelerated Information Gradient flowCode0
On the Expressiveness of Approximate Inference in Bayesian Neural NetworksCode0
Variationally Inferred Sampling Through a Refined Bound for Probabilistic ProgramsCode0
Scalable Modeling of Spatiotemporal Data using the Variational Autoencoder: an Application in GlaucomaCode0
Assessing the Safety and Reliability of Autonomous Vehicles from Road Testing—0
Bayesian posterior repartitioning for nested samplingCode0
Decision making in dynamic and interactive environments based on cognitive hierarchy theory, Bayesian inference, and predictive control—0
Convergence Rates of Variational Inference in Sparse Deep Learning—0
Bayesian Inference for Large Scale Image Classification—0
Variational Bayes on ManifoldsCode0
Bayesian Incremental Inference Update by Re-using Calculations from Belief Space Planning: A New Paradigm—0
Uncertainty Quantification in Deep Learning for Safer Neuroimage Enhancement—0
Deep learning-based prediction of kinetic parameters from myocardial perfusion MRI—0
Bayesian Inference with Generative Adversarial Network Priors—0
Bayesian Inference Gaussian Process Multiproxy Alignment of Continuous Signals (BIGMACS): Applications for PaleoceanographyCode0
Subspace Inference for Bayesian Deep LearningCode0
SubTSBR to tackle high noise and outliers for data-driven discovery of differential equations—0
A General Framework for Uncertainty Estimation in Deep LearningCode0
Stochastic gradient Markov chain Monte CarloCode0
Concentration of the matrix-valued minimum mean-square error in optimal Bayesian inference—0
Bayesian Synthesis of Probabilistic Programs for Automatic Data Modeling—0
Etalumis: Bringing Probabilistic Programming to Scientific Simulators at ScaleCode0
Bayesian deep learning with hierarchical prior: Predictions from limited and noisy data—0
Deep Active Inference as Variational Policy GradientsCode0
Thompson Sampling on Symmetric α-Stable Bandits—0
Variational Inference MPC for Bayesian Model-based Reinforcement Learning—0
Learning in Volatile Environments with the Bayes Factor Surprise—0
Probabilistic CCA with Implicit Distributions—0
Adaptive particle-based approximations of the Gibbs posterior for inverse problems—0
Bandit Learning for Diversified Interactive Recommendation—0
Teaching deep neural networks to localize single molecules for super-resolution microscopyCode0
Parameter Estimation and Uncertainty Quantification for Systems Biology Models—0
Bayesian Inference of Spacecraft Pose using Particle Filtering—0
Probabilistic model predictive safety certification for learning-based control—0
Learning Waveform-Based Acoustic Models using Deep Variational Convolutional Neural NetworksCode0
Confidence Calibration for Convolutional Neural Networks Using Structured Dropout—0
Reweighted Expectation MaximizationCode0
Specifying Weight Priors in Bayesian Deep Neural Networks with Empirical BayesCode0
Learning Curves for Deep Neural Networks: A Gaussian Field Theory Perspective—0
Approximate Variational Inference Based on a Finite Sample of Gaussian Latent VariablesCode0
Bayesian Automatic Relevance Determination for Utility Function Specification in Discrete Choice Models—0
DropConnect Is Effective in Modeling Uncertainty of Bayesian Deep NetworksCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1F-SWAAccuracy83.61—Unverified
2F-SWAGAccuracy80.93—Unverified