SOTAVerified

Bayesian Inference

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

Papers

Showing 551600 of 2226 papers

TitleStatusHype
Successive Linear Approximation VBI for Joint Sparse Signal Recovery and Dynamic Grid Parameters EstimationCode1
Flexible and efficient emulation of spatial extremes processes via variational autoencodersCode0
Bayesian inference for data-efficient, explainable, and safe robotic motion planning: A review0
Variational Inference with Gaussian Score MatchingCode1
Variational Prediction0
FedBIAD: Communication-Efficient and Accuracy-Guaranteed Federated Learning with Bayesian Inference-Based Adaptive Dropout0
Bayesian taut splines for estimating the number of modes0
A generative flow for conditional sampling via optimal transportCode0
Incentive-Theoretic Bayesian Inference for Collaborative Science0
Uncertainty Informed Optimal Resource Allocation with Gaussian Process based Bayesian Inference0
Latent SDEs on Homogeneous SpacesCode0
BayesFlow: Amortized Bayesian Workflows With Neural NetworksCode2
Representation Learning via Variational Bayesian Networks0
Predictive Coding beyond Correlations0
From Word Models to World Models: Translating from Natural Language to the Probabilistic Language of ThoughtCode2
Bayesian inference and role of astrocytes in amyloid-beta dynamics with modelling of Alzheimer's disease using clinical data0
A Hierarchical Bayesian Model for Deep Few-Shot Meta LearningCode0
A Survey on Blood Pressure Measurement Technologies: Addressing Potential Sources of Bias0
Probabilistic Regular Tree Priors for Scientific Symbolic Reasoning0
Bayesian Inverse Contextual Reasoning for Heterogeneous Semantics-Native Communication0
Push: Concurrent Probabilistic Programming for Bayesian Deep LearningCode0
Bayesian Knowledge-driven Critiquing with Indirect Evidence0
Entropy-based Training Methods for Scalable Neural Implicit Sampler0
In-Context Learning through the Bayesian PrismCode0
Latent Optimal Paths by Gumbel Propagation for Variational Bayesian Dynamic ProgrammingCode0
Interval Load Forecasting for Individual Households in the Presence of Electric Vehicle Charging0
Robust Bayesian Inference for Berkson and Classical Measurement Error Models0
ReLU to the Rescue: Improve Your On-Policy Actor-Critic with Positive AdvantagesCode0
Metropolis-Hastings algorithm in joint-attention naming game: Experimental semiotics study0
On Mixing Rates for Bayesian CART0
Low-rank extended Kalman filtering for online learning of neural networks from streaming dataCode1
Deep learning and MCMC with aggVAE for shifting administrative boundaries: mapping malaria prevalence in KenyaCode0
Recursive Metropolis-Hastings Naming Game: Symbol Emergence in a Multi-agent System based on Probabilistic Generative Models0
Sparse species interactions reproduce abundance correlation patterns in microbial communities0
Parallelized Acquisition for Active Learning using Monte Carlo SamplingCode1
A Bayesian sparse factor model with adaptive posterior concentration0
Conditional score-based diffusion models for Bayesian inference in infinite dimensionsCode1
Bayesian inference and neural estimation of acoustic wave propagation0
Exact Bayesian Inference on Discrete Models via Probability Generating Functions: A Probabilistic Programming ApproachCode1
Improving Neural Additive Models with Bayesian PrinciplesCode0
Fast and Order-invariant Inference in Bayesian VARs with Non-Parametric Shocks0
Pedestrian Trajectory Forecasting Using Deep Ensembles Under Sensing Uncertainty0
Non-Log-Concave and Nonsmooth Sampling via Langevin Monte Carlo AlgorithmsCode0
Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation0
On the Convergence of Black-Box Variational Inference0
Wasserstein Gaussianization and Efficient Variational Bayes for Robust Bayesian Synthetic LikelihoodCode0
Bayesian calibration of differentiable agent-based models0
Simultaneous identification of models and parameters of scientific simulatorsCode0
Masked Bayesian Neural Networks : Theoretical Guarantee and its Posterior InferenceCode0
Adversarial robustness of amortized Bayesian inferenceCode0
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Benchmark Results

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