🎲 Bayesian Methods - fat

📈Timeseries Academic

arxiv.org·

When can a posterior predictive check identify the learning rate? Exact degeneracy in Gaussian models and implications for Generalised Bayesian Inerence

🔮Forecasting Models Academic

arxiv.org·

Neural Galerkin Normalizing Flows for Bayesian Inference of Diffusions with Inaccessible Boundaries

📈Time Series ML Academic

arxiv.org·

A 65 nm Multi-Modal Bayesian Inference Engine with 16.3 fJ/Sample Calibration-Free GRNG for Risk-Aware At-Home Skin Lesion Screening

⚡SIMD Academic

arxiv.org·

Uncertainty-Aware Symbolic Regression through Bayesian Support Selection

🔮Forecasting Models Academic

arxiv.org·

Learning Collapsed Patterns in Compositional Data: A Bayesian Heterogeneous Relative-Shift Approach

📈Time Series ML Academic

arxiv.org·

Bayes-assisted Confidence Regions: Focal Point Estimator and Bounded-influence Priors

🔮Forecasting Models Academic

arxiv.org·

Bayesian Membership Privacy for Graph Neural Networks

📈Time Series ML Academic

arxiv.org·

Robust high-dimensional Bayesian regression with non-Gaussian errors under global--local shrinkage priors

📈Time Series ML Academic

arxiv.org·

Bayesian Selective Latent Inference for Wastewater-First Influenza Monitoring

📈Time Series ML Academic

arxiv.org·

The Right Measure for Physics-Constrained Generation: A Co-Area Correction for Posterior-Consistent PDE Inverse Problems

⚡SIMD Optimization Academic

arxiv.org·

Bayesian Deep Gaussian Processes for Correlated Functional Data: A Case Study in Cosmological Matter Power Spectra

🔮Forecasting Models Academic

arxiv.org·

Causal Atlases from Entropic Inference: Bayesian Networks beyond Optimal DAGs

📈Time Series ML Academic

arxiv.org·

PBSD: Privileged Bayesian Self-Distillation for Long-Horizon Credit Assignment

📈Time Series ML Academic

arxiv.org·

Improving Bayesian Optimization via Training-Aware Conditional Diffusion Models

🔮Forecasting Models Academic

arxiv.org·

Trace-Class Results for MCMC Algorithms for Student-t Regression Models

📈Time Series ML Academic

arxiv.org·

Boundary Variance Inflation Causes Acquisition Bias in Gaussian Processes

🔮Forecasting Models Academic

arxiv.org·

A Bayesian Network Approach for Enhancing Security-Focused Decision Support Systems

Generalized TV--$\ell_p$ Structured Priors for Bayesian $T_1$ Mapping

Structure-Preserving Correction Learning for Sparse Bayesian Inference in Brain Source Imaging

Ergodic Theory in Classical and Bayesian Inference

When can a posterior predictive check identify the learning rate? Exact degeneracy in Gaussian models and implications for Generalised Bayesian Inerence

Neural Galerkin Normalizing Flows for Bayesian Inference of Diffusions with Inaccessible Boundaries

A 65 nm Multi-Modal Bayesian Inference Engine with 16.3 fJ/Sample Calibration-Free GRNG for Risk-Aware At-Home Skin Lesion Screening

Uncertainty-Aware Symbolic Regression through Bayesian Support Selection

Learning Collapsed Patterns in Compositional Data: A Bayesian Heterogeneous Relative-Shift Approach

Bayes-assisted Confidence Regions: Focal Point Estimator and Bounded-influence Priors

Bayesian Membership Privacy for Graph Neural Networks

Robust high-dimensional Bayesian regression with non-Gaussian errors under global--local shrinkage priors

Bayesian Selective Latent Inference for Wastewater-First Influenza Monitoring

The Right Measure for Physics-Constrained Generation: A Co-Area Correction for Posterior-Consistent PDE Inverse Problems

Bayesian Deep Gaussian Processes for Correlated Functional Data: A Case Study in Cosmological Matter Power Spectra

Causal Atlases from Entropic Inference: Bayesian Networks beyond Optimal DAGs

PBSD: Privileged Bayesian Self-Distillation for Long-Horizon Credit Assignment

Improving Bayesian Optimization via Training-Aware Conditional Diffusion Models

Trace-Class Results for MCMC Algorithms for Student-t Regression Models

Boundary Variance Inflation Causes Acquisition Bias in Gaussian Processes