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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 976–1000 of 2226 papers

TitleStatusHype
Structured Stochastic Gradient MCMC: a hybrid VI and MCMC approach—0
Can Sequential Bayesian Inference Solve Continual Learning?—0
Probabilistic Deep Learning with Generalised Variational Inference—0
Bridging the reality gap in quantum devices with physics-aware machine learning—0
Bayesian Learning via Neural Schrödinger-Föllmer Flows—0
Semi-supervised Impedance Inversion by Bayesian Neural Network Based on 2-d CNN Pre-trainingCode1
Kalman filters as the steady-state solution of gradient descent on variational free energy—0
Locally Learned Synaptic Dropout for Complete Bayesian InferenceCode1
The "Bayesian" brain, with a bit less Bayes—0
Robustness of Bayesian Neural Networks to White-Box Adversarial Attacks—0
Bayesian inference of the climbing grade scale—0
MC-CIM: Compute-in-Memory with Monte-Carlo Dropouts for Bayesian Edge Intelligence—0
Multi-Task Neural Processes—0
Variational Multi-Task Learning with Gumbel-Softmax PriorsCode1
Empirical analysis of representation learning and exploration in neural kernel banditsCode0
Efficient Hierarchical Bayesian Inference for Spatio-temporal Regression Models in NeuroimagingCode0
Recursive Bayesian Networks: Generalising and Unifying Probabilistic Context-Free Grammars and Dynamic Bayesian NetworksCode1
Bayes-Newton Methods for Approximate Bayesian Inference with PSD GuaranteesCode1
Swift sky localization of gravitational waves using deep learning seeded importance samplingCode0
Aligned Multi-Task Gaussian Process—0
Locally Differentially Private Bayesian Inference—0
A Scalable Inference Method For Large Dynamic Economic Systems—0
Probabilistic Numerical Method of Lines for Time-Dependent Partial Differential EquationsCode1
Efficient Gradient Flows in Sliced-Wasserstein SpaceCode0
Pick-and-Mix Information Operators for Probabilistic ODE SolversCode1
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Benchmark Results

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