SOTAVerified

Bayesian Inference

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

Papers

Showing 21512200 of 2226 papers

TitleStatusHype
Fast Parallel SVM using Data Augmentation0
Fast Rates for General Unbounded Loss Functions: from ERM to Generalized Bayes0
Approximations in the homogeneous Ising model0
Fast Variational Inference for Large-scale Internet Diagnosis0
Feature Selection via the Intervened Interpolative Decomposition and its Application in Diversifying Quantitative Strategies0
FeBiM: Efficient and Compact Bayesian Inference Engine Empowered with Ferroelectric In-Memory Computing0
FedBEns: One-Shot Federated Learning based on Bayesian Ensemble0
FedBIAD: Communication-Efficient and Accuracy-Guaranteed Federated Learning with Bayesian Inference-Based Adaptive Dropout0
Federated Averaging Langevin Dynamics: Toward a unified theory and new algorithms0
Federated Learning via Variational Bayesian Inference: Personalization, Sparsity and Clustering0
Federated Variational Inference: Towards Improved Personalization and Generalization0
FedLog: Personalized Federated Classification with Less Communication and More Flexibility0
Few-Shot Bayesian Imitation Learning with Logical Program Policies0
Few-shot Non-line-of-sight Imaging with Signal-surface Collaborative Regularization0
Finite-Dimensional BFRY Priors and Variational Bayesian Inference for Power Law Models0
Finite Horizon Throughput Maximization and Sensing Optimization in Wireless Powered Devices over Fading Channels0
Finite Neural Networks as Mixtures of Gaussian Processes: From Provable Error Bounds to Prior Selection0
Firefly Monte Carlo: Exact MCMC with Subsets of Data0
Fishnets: Information-Optimal, Scalable Aggregation for Sets and Graphs0
Flexible and Hierarchical Prior for Bayesian Nonnegative Matrix Factorization0
Flexible Bayesian Inference on Partially Observed Epidemics0
Flexible Mixture Modeling on Constrained Spaces0
FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis0
Forecasting Macroeconomic Dynamics using a Calibrated Data-Driven Agent-based Model0
Forecasting using incomplete models0
Forget-SVGD: Particle-Based Bayesian Federated Unlearning0
Formalizing Neurath's Ship: Approximate Algorithms for Online Causal Learning0
Formalizing Preference Utilitarianism in Physical World Models0
Forming Real-World Human-Robot Cooperation for Tasks With General Goal0
Foundation Models for Causal Inference via Prior-Data Fitted Networks0
Free energy and inference in living systems0
Free Energy Minimization: A Unified Framework for Modelling, Inference, Learning,and Optimization0
Frequentist Guarantees of Distributed (Non)-Bayesian Inference0
Semantic Information G Theory and Logical Bayesian Inference for Machine Learning0
From Shannon's Channel to Semantic Channel via New Bayes' Formulas for Machine Learning0
From the Expectation Maximisation Algorithm to Autoencoded Variational Bayes0
Fully Bayesian Differential Gaussian Processes through Stochastic Differential Equations0
Fully Bayesian inference for neural models with negative-binomial spiking0
Functional Distributional Semantics0
Functional Space Variational Inference for Uncertainty Estimation in Computer Aided Diagnosis0
Functional Stochastic Gradient MCMC for Bayesian Neural Networks0
Functional Variational Inference based on Stochastic Process Generators0
Function Space Bayesian Pseudocoreset for Bayesian Neural Networks0
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles0
Fundamental Linear Algebra Problem of Gaussian Inference0
Further analysis of multilevel Stein variational gradient descent with an application to the Bayesian inference of glacier ice models0
GAN priors for Bayesian inference0
Gaussian Density Parametrization Flow: Particle and Stochastic Approaches0
Gaussian Measures Conditioned on Nonlinear Observations: Consistency, MAP Estimators, and Simulation0
Gaussian Process-based Spatial Reconstruction of Electromagnetic fields0
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Benchmark Results

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