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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 1051–1100 of 2226 papers

TitleStatusHype
EMG Pattern Recognition via Bayesian Inference with Scale Mixture-Based Stochastic Generative Models—0
Structured Stochastic Gradient MCMCCode0
Mismatched Estimation of rank-one symmetric matrices under Gaussian noiseCode0
Compressed Monte Carlo with application in particle filtering—0
Compressed particle methods for expensive models with application in Astronomy and Remote Sensing—0
Hybrid Bayesian Neural Networks with Functional Probabilistic Layers—0
SoftHebb: Bayesian Inference in Unsupervised Hebbian Soft Winner-Take-All NetworksCode1
Bayesian brains and the Rényi divergence—0
Differentially private training of neural networks with Langevin dynamics for calibrated predictive uncertainty—0
Parsimony-Enhanced Sparse Bayesian Learning for Robust Discovery of Partial Differential EquationsCode0
Analytically Tractable Hidden-States Inference in Bayesian Neural Networks—0
Probabilistic semi-nonnegative matrix factorization: a Skellam-based frameworkCode1
Biases and Variability from Costly Bayesian Inference—0
InfoNCE is variational inference in a recognition parameterised model—0
Solution of Physics-based Bayesian Inverse Problems with Deep Generative Priors—0
Bayesian Nonparametric Modelling for Model-Free Reinforcement Learning in LTE-LAA and Wi-Fi Coexistence—0
T-LoHo: A Bayesian Regularization Model for Structured Sparsity and Smoothness on GraphsCode0
q-Paths: Generalizing the Geometric Annealing Path using Power MeansCode0
Applications of the Free Energy Principle to Machine Learning and Neuroscience—0
Variational Refinement for Importance Sampling Using the Forward Kullback-Leibler Divergence—0
AutoEKF: Scalable System Identification for COVID-19 Forecasting from Large-Scale GPS Data—0
Bayesian Inference in High-Dimensional Time-Serieswith the Orthogonal Stochastic Linear Mixing Model—0
Bayesian Eye Tracking—0
Bayesian Neural Networks: Essentials—0
Dangers of Bayesian Model Averaging under Covariate ShiftCode1
Repulsive Deep Ensembles are BayesianCode1
Local convexity of the TAP free energy and AMP convergence for Z2-synchronization—0
Variational multiple shooting for Bayesian ODEs with Gaussian processesCode1
Discrepancies in Epidemiological Modeling of Aggregated Heterogeneous DataCode0
Out-of-Distribution Detection Using Union of 1-Dimensional SubspacesCode1
Being a Bit Frequentist Improves Bayesian Neural NetworksCode0
Goal-Directed Planning by Reinforcement Learning and Active Inference—0
Quasi-Bayesian Dual Instrumental Variable RegressionCode0
Variational Causal Networks: Approximate Bayesian Inference over Causal StructuresCode1
Deep Bayesian Unsupervised Lifelong LearningCode1
Analog Seizure Detection for Implanted Responsive Neurostimulation—0
DG-LMC: A Turn-key and Scalable Synchronous Distributed MCMC Algorithm via Langevin Monte Carlo within Gibbs—0
Quantum Speedup of Natural Gradient for Variational Bayes—0
An Interpretable Neural Network for Parameter Inference—0
Data augmentation in Bayesian neural networks and the cold posterior effect—0
Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random FeaturesCode0
RNN with Particle Flow for Probabilistic Spatio-temporal ForecastingCode1
Bayesian Boosting for Linear Mixed Models—0
Nonlinear Hawkes Processes in Time-Varying System—0
Scalable conditional deep inverse Rosenblatt transports using tensor-trains and gradient-based dimension reductionCode1
Bridging physiological and perceptual views of autism by means of sampling-based Bayesian inference—0
Antipodes of Label Differential Privacy: PATE and ALIBICode1
Knowing when we do not know: Bayesian continual learning for sensing-based analysis tasks—0
Context-tree weighting for real-valued time series: Bayesian inference with hierarchical mixture models—0
Canonical Cortical Circuits and the Duality of Bayesian Inference and Optimal Control—0
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Benchmark Results

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