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Bayesian Inference

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

Papers

Showing 101150 of 2226 papers

TitleStatusHype
Deep Bayesian Unsupervised Lifelong LearningCode1
Bayesian graph convolutional neural networks via tempered MCMCCode1
A Bayesian algorithm for retrosynthesisCode1
Locally Learned Synaptic Dropout for Complete Bayesian InferenceCode1
Daily Forecasting of New Cases for Regional Epidemics of Coronavirus Disease 2019 with Bayesian Uncertainty QuantificationCode1
Meta-Learned Models of CognitionCode1
Mixture Domain Adaptation to Improve Semantic Segmentation in Real-World SurveillanceCode1
Bayesian inference for logistic models using Polya-Gamma latent variablesCode1
Modeling Neural Activity with Conditionally Linear Dynamical SystemsCode1
Monte Carlo guided Diffusion for Bayesian linear inverse problemsCode1
Bayesian Meta-Learning for the Few-Shot Setting via Deep KernelsCode1
Online Bayesian Goal Inference for Boundedly-Rational Planning AgentsCode1
Variational multiple shooting for Bayesian ODEs with Gaussian processesCode1
Out-of-Distribution Detection Using Union of 1-Dimensional SubspacesCode1
Particle-MALA and Particle-mGRAD: Gradient-based MCMC methods for high-dimensional state-space modelsCode1
Persistent Sampling: Enhancing the Efficiency of Sequential Monte CarloCode1
Physics-Informed Gaussian Process Regression Generalizes Linear PDE SolversCode1
Physics-Informed Machine Learning of Dynamical Systems for Efficient Bayesian InferenceCode1
Bayesian neural networks via MCMC: a Python-based tutorialCode1
A friendly introduction to triangular transportCode1
Pragmatic Instruction Following and Goal Assistance via Cooperative Language-Guided Inverse PlanningCode1
PriorCVAE: scalable MCMC parameter inference with Bayesian deep generative modellingCode1
CosmoPower-JAX: high-dimensional Bayesian inference with differentiable cosmological emulatorsCode1
Projected Stein Variational Gradient DescentCode1
PyVBMC: Efficient Bayesian inference in PythonCode1
QCM-SGM+: Improved Quantized Compressed Sensing With Score-Based Generative ModelsCode1
A Bayesian approach for extracting free energy profiles from cryo-electron microscopy experiments using a path collective variableCode1
Continual Learning via Sequential Function-Space Variational InferenceCode1
Cyclical Stochastic Gradient MCMC for Bayesian Deep LearningCode1
Amortizing intractable inference in large language modelsCode1
ComBiNet: Compact Convolutional Bayesian Neural Network for Image SegmentationCode1
Complete parameter inference for GW150914 using deep learningCode1
Calibrating Transformers via Sparse Gaussian ProcessesCode1
Amortized Monte Carlo IntegrationCode1
Can Transformers Learn Full Bayesian Inference in Context?Code1
Antipodes of Label Differential Privacy: PATE and ALIBICode1
Convolutional Bayesian Kernel Inference for 3D Semantic MappingCode1
CoS: Enhancing Personalization and Mitigating Bias with Context SteeringCode1
D3p -- A Python Package for Differentially-Private Probabilistic ProgrammingCode1
A new framework for experimental design using Bayesian Evidential Learning: the case of wellhead protection areaCode1
Dangers of Bayesian Model Averaging under Covariate ShiftCode1
Scalable conditional deep inverse Rosenblatt transports using tensor-trains and gradient-based dimension reductionCode1
A practical tutorial on Variational BayesCode1
BioEM: GPU-accelerated computing of Bayesian inference of electron microscopy imagesCode1
A Practical Introduction to Bayesian Estimation of Causal Effects: Parametric and Nonparametric ApproachesCode1
Diffusive Gibbs SamplingCode1
PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context LearningCode1
A Primer on Bayesian Neural Networks: Review and DebatesCode1
A Probabilistic State Space Model for Joint Inference from Differential Equations and DataCode1
Bayes-Newton Methods for Approximate Bayesian Inference with PSD GuaranteesCode1
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Benchmark Results

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