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Bayesian Inference

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

Papers

Showing 201250 of 2226 papers

TitleStatusHype
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep LearningCode1
Successive Linear Approximation VBI for Joint Sparse Signal Recovery and Dynamic Grid Parameters EstimationCode1
Eryn : A multi-purpose sampler for Bayesian inferenceCode1
Calibrating Transformers via Sparse Gaussian ProcessesCode1
The Boltzmann Policy Distribution: Accounting for Systematic Suboptimality in Human ModelsCode1
Flexible Bayesian Nonlinear Model ConfigurationCode1
A Bayesian algorithm for retrosynthesisCode1
Antipodes of Label Differential Privacy: PATE and ALIBICode1
Torchtree: flexible phylogenetic model development and inference using PyTorchCode1
ComBiNet: Compact Convolutional Bayesian Neural Network for Image SegmentationCode1
Towards fast machine-learning-assisted Bayesian posterior inference of microseismic event location and source mechanismCode1
Complete parameter inference for GW150914 using deep learningCode1
Transformers Can Do Bayesian InferenceCode1
Transforming Gaussian Processes With Normalizing FlowsCode1
Low-rank extended Kalman filtering for online learning of neural networks from streaming dataCode1
Convolutional Bayesian Kernel Inference for 3D Semantic MappingCode1
Discovering Inductive Bias with Gibbs Priors: A Diagnostic Tool for Approximate Bayesian InferenceCode0
Discrepancies in Epidemiological Modeling of Aggregated Heterogeneous DataCode0
A generative flow for conditional sampling via optimal transportCode0
Differentially Private Distributed Bayesian Linear Regression with MCMCCode0
Differentially Private Bayesian Learning on Distributed DataCode0
Differentially Private Federated Variational InferenceCode0
Detecting structural perturbations from time series with deep learningCode0
Dependent Multinomial Models Made Easy: Stick Breaking with the Pólya-Gamma AugmentationCode0
Development of Use-specific High Performance Cyber-Nanomaterial Optical Detectors by Effective Choice of Machine Learning AlgorithmsCode0
Demonstrating the Continual Learning Capabilities and Practical Application of Discrete-Time Active InferenceCode0
Deep Neural Networks as Gaussian ProcessesCode0
A Bayesian Perspective on the Deep Image PriorCode0
Deep surrogate accelerated delayed-acceptance HMC for Bayesian inference of spatio-temporal heat fluxes in rotating disc systemsCode0
Differentially Private Bayesian Inference for Exponential FamiliesCode0
A Probabilistic Disease Progression Model for Predicting Future Clinical OutcomeCode0
Deep Active Inference as Variational Policy GradientsCode0
deBInfer: Bayesian inference for dynamical models of biological systems in RCode0
Deep Bayesian inference for seismic imaging with tasksCode0
A fast asynchronous MCMC sampler for sparse Bayesian inferenceCode0
Measuring Uncertainty through Bayesian Learning of Deep Neural Network StructureCode0
A Bayesian Monte Carlo approach for predicting the spread of infectious diseasesCode0
Deep Bayesian Structure NetworksCode0
Data Subsampling for Bayesian Neural NetworksCode0
Debiased Bayesian inference for average treatment effectsCode0
Deep Learning and genetic algorithms for cosmological Bayesian inference speed-upCode0
A Factor Graph Approach to Automated Design of Bayesian Signal Processing AlgorithmsCode0
AGEM: Solving Linear Inverse Problems via Deep Priors and SamplingCode0
Arbitrary Marginal Neural Ratio Estimation for Simulation-based InferenceCode0
Are Bayesian neural networks intrinsically good at out-of-distribution detection?Code0
A General Framework for Uncertainty Estimation in Deep LearningCode0
Adversarial robustness of amortized Bayesian inferenceCode0
Approximate Variational Inference Based on a Finite Sample of Gaussian Latent VariablesCode0
COVID-19 detection using chest X-rays: is lung segmentation important for generalization?Code0
Adversarial α-divergence Minimization for Bayesian Approximate InferenceCode0
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Benchmark Results

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