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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 1976–2000 of 2226 papers

TitleStatusHype
Accelerating Convergence of Stein Variational Gradient Descent via Deep UnfoldingCode0
Flexible statistical inference for mechanistic models of neural dynamicsCode0
Robust Bayesian Inference for Simulator-based Models via the MMD Posterior BootstrapCode0
Mutually Regressive Point ProcessesCode0
Myopic Bayesian Design of Experiments via Posterior Sampling and Probabilistic ProgrammingCode0
Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPsCode0
A Hamiltonian Monte Carlo Model for Imputation and Augmentation of Healthcare DataCode0
Stochastic gradient Markov chain Monte CarloCode0
Stochastic Gradient MCMC for Nonlinear State Space ModelsCode0
Near-Optimal Approximations for Bayesian Inference in Function SpaceCode0
Better Peer Grading through Bayesian InferenceCode0
Negative Binomial Process Count and Mixture ModelingCode0
Stochastic Gradient MCMC for State Space ModelsCode0
Network Plasticity as Bayesian InferenceCode0
A Dirichlet Mixture Model of Hawkes Processes for Event Sequence ClusteringCode0
Bayesian Inference Semantics: A Modelling System and A Test SuiteCode0
A generative flow for conditional sampling via optimal transportCode0
Robust Generalised Bayesian Inference for Intractable LikelihoodsCode0
Being a Bit Frequentist Improves Bayesian Neural NetworksCode0
From Understanding the World to Intervening in It: A Unified Multi-Scale Framework for Embodied CognitionCode0
β-Cores: Robust Large-Scale Bayesian Data Summarization in the Presence of OutliersCode0
BClean: A Bayesian Data Cleaning SystemCode0
Full-waveform earthquake source inversion using simulation-based inferenceCode0
Bayeslands: A Bayesian inference approach for parameter uncertainty quantification in BadlandsCode0
Neural Networks for Efficient Bayesian Decoding of Natural Images from Retinal NeuronsCode0
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Benchmark Results

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