SOTAVerified

Bayesian Inference

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

Papers

Showing 15761600 of 2226 papers

TitleStatusHype
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 inference0
Bayesian Synthesis of Probabilistic Programs for Automatic Data Modeling0
Etalumis: Bringing Probabilistic Programming to Scientific Simulators at ScaleCode0
Bayesian deep learning with hierarchical prior: Predictions from limited and noisy data0
Deep Active Inference as Variational Policy GradientsCode0
Thompson Sampling on Symmetric α-Stable Bandits0
Variational Inference MPC for Bayesian Model-based Reinforcement Learning0
Learning in Volatile Environments with the Bayes Factor Surprise0
Probabilistic CCA with Implicit Distributions0
Adaptive particle-based approximations of the Gibbs posterior for inverse problems0
Bandit Learning for Diversified Interactive Recommendation0
Teaching deep neural networks to localize single molecules for super-resolution microscopyCode0
Parameter Estimation and Uncertainty Quantification for Systems Biology Models0
Bayesian Inference of Spacecraft Pose using Particle Filtering0
Probabilistic model predictive safety certification for learning-based control0
Learning Waveform-Based Acoustic Models using Deep Variational Convolutional Neural NetworksCode0
Confidence Calibration for Convolutional Neural Networks Using Structured Dropout0
Reweighted Expectation MaximizationCode0
Specifying Weight Priors in Bayesian Deep Neural Networks with Empirical BayesCode0
Learning Curves for Deep Neural Networks: A Gaussian Field Theory Perspective0
Approximate Variational Inference Based on a Finite Sample of Gaussian Latent VariablesCode0
Bayesian Automatic Relevance Determination for Utility Function Specification in Discrete Choice Models0
DropConnect Is Effective in Modeling Uncertainty of Bayesian Deep NetworksCode0
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Benchmark Results

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