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Object detection under the linear subspace model with application to cryo-EM images arxiv.org/abs/2405.00364 .ST .PR .TH

Variational Bayesian Methods for a Tree-Structured Stick-Breaking Process Mixture of Gaussians arxiv.org/abs/2405.00385 .ML .IT .IT .LG

Posterior exploration for computationally intensive forward models arxiv.org/abs/2405.00397 .CO

Geometric Insights into Focal Loss: Reducing Curvature for Enhanced Model Calibration arxiv.org/abs/2405.00442 .ML .AI .LG

Fast Adaptive Fourier Integration for Spectral Densities of Gaussian Processes arxiv.org/abs/2404.19053 .CO .NA .NA

Learning Sparse High-Dimensional Matrix-Valued Graphical Models From Dependent Data arxiv.org/abs/2404.19073 .ML .SP .LG

Identification and estimation of causal effects using non-concurrent controls in platform trials arxiv.org/abs/2404.19118 .ME

Orthogonal Bootstrap: Efficient Simulation of Input Uncertainty arxiv.org/abs/2404.19145 .ME .EM .ST .ML .TH .LG

Scalable Bayesian Inference in the Era of Deep Learning: From Gaussian Processes to Deep Neural Networks arxiv.org/abs/2404.19157 .ML .LG

Regression for matrix-valued data via Kronecker products factorization arxiv.org/abs/2404.19220 .ML .LG

A Bayesian Regression Approach for Estimating the Impact of COVID-19 on Consumer Behavior in the Restaurant Industry arxiv.org/abs/2404.08670 .AP .ML .LG

Differentially Private Log-Location-Scale Regression Using Functional Mechanism arxiv.org/abs/2404.08715 .ML .AP .CR .LG

Seasonal and Periodic Patterns of PM2.5 in Manhattan using the Variable Bandpass Periodic Block Bootstrap arxiv.org/abs/2404.08738 .AP .OT

Observation-specific explanations through scattered data approximation arxiv.org/abs/2404.08747 .ML .NA .AI .LG .NA

Convergence of coordinate ascent variational inference for log-concave measures via optimal transport arxiv.org/abs/2404.08792 .ML .OC .PR .ST .TH .LG

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