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Bayesian Inference

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

Papers

Showing 51100 of 2226 papers

TitleStatusHype
A Bayesian algorithm for retrosynthesisCode1
Fast Bayesian Inference with Batch Bayesian Quadrature via Kernel RecombinationCode1
Automatic Rao-Blackwellization for Sequential Monte Carlo with Belief PropagationCode1
Automatic Posterior Transformation for Likelihood-Free InferenceCode1
Bayesian Adversarial Human Motion SynthesisCode1
Cyclical Stochastic Gradient MCMC for Bayesian Deep LearningCode1
Convolutional Bayesian Kernel Inference for 3D Semantic MappingCode1
Full-Information Estimation of Heterogeneous Agent Models Using Macro and Micro DataCode1
BayesDLL: Bayesian Deep Learning LibraryCode1
BayesDiff: Estimating Pixel-wise Uncertainty in Diffusion via Bayesian InferenceCode1
D3p -- A Python Package for Differentially-Private Probabilistic ProgrammingCode1
BayesFlow: Learning complex stochastic models with invertible neural networksCode1
Diffusion Models With Learned Adaptive NoiseCode1
Dynamic Semantic Occupancy Mapping using 3D Scene Flow and Closed-Form Bayesian InferenceCode1
ComBiNet: Compact Convolutional Bayesian Neural Network for Image SegmentationCode1
Calibrating Transformers via Sparse Gaussian ProcessesCode1
Complete parameter inference for GW150914 using deep learningCode1
PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context LearningCode1
Amortizing intractable inference in large language modelsCode1
Bayes-Newton Methods for Approximate Bayesian Inference with PSD GuaranteesCode1
BioEM: GPU-accelerated computing of Bayesian inference of electron microscopy imagesCode1
Scalable conditional deep inverse Rosenblatt transports using tensor-trains and gradient-based dimension reductionCode1
Being Bayesian, Even Just a Bit, Fixes Overconfidence in ReLU NetworksCode1
Variational multiple shooting for Bayesian ODEs with Gaussian processesCode1
Bayesian inference for logistic models using Polya-Gamma latent variablesCode1
Bayesian Inference with Latent Hamiltonian Neural NetworksCode1
Amortized Monte Carlo IntegrationCode1
Can Transformers Learn Full Bayesian Inference in Context?Code1
A Bit More Bayesian: Domain-Invariant Learning with UncertaintyCode1
Continual Learning via Sequential Function-Space Variational InferenceCode1
CoS: Enhancing Personalization and Mitigating Bias with Context SteeringCode1
CosmoPower-JAX: high-dimensional Bayesian inference with differentiable cosmological emulatorsCode1
Daily Forecasting of New Cases for Regional Epidemics of Coronavirus Disease 2019 with Bayesian Uncertainty QuantificationCode1
Dangers of Bayesian Model Averaging under Covariate ShiftCode1
A friendly introduction to triangular transportCode1
A new framework for experimental design using Bayesian Evidential Learning: the case of wellhead protection areaCode1
A Bayesian approach for extracting free energy profiles from cryo-electron microscopy experiments using a path collective variableCode1
A Probabilistic State Space Model for Joint Inference from Differential Equations and DataCode1
Neural Clustering ProcessesCode1
Discriminative Training of VBx DiarizationCode1
Accelerated Bayesian SED Modeling using Amortized Neural Posterior EstimationCode1
A Practical Introduction to Bayesian Estimation of Causal Effects: Parametric and Nonparametric ApproachesCode1
Understanding and Accelerating Particle-Based Variational InferenceCode1
A practical tutorial on Variational BayesCode1
Bayesian hierarchical stacking: Some models are (somewhere) usefulCode1
Efficient Online Bayesian Inference for Neural BanditsCode1
Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantificationCode1
A Simple Baseline for Bayesian Uncertainty in Deep LearningCode1
Triple equivalence for the emergence of biological intelligenceCode1
Bayesian neural networks via MCMC: a Python-based tutorialCode1
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Benchmark Results

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