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Mind the GAP: Improving Robustness to Subpopulation Shifts with Group-Aware Priors arxiv.org/abs/2403.09869 .ML .ME .AI .LG

Quantifying Distributional Input Uncertainty via Inflated Kolmogorov-Smirnov Confidence Band arxiv.org/abs/2403.09877 .ME .ST .TH

Multi-Layer Kernel Machines: Fast and Optimal Nonparametric Regression with Uncertainty Quantification arxiv.org/abs/2403.09907 .ME

Identification and estimation of mediational effects of longitudinal modified treatment policies arxiv.org/abs/2403.09928 .ME

On the distribution of isometric log-ratio transformations under extra-multinomial count data arxiv.org/abs/2403.09956 .ME

Multivariate Gaussian Approximation for Random Forest via Region-based Stabilization arxiv.org/abs/2403.09960 .ST .ML .TH

Moving Towards Automated Interstellar Boundary Explorer Data Selection with LOTUS arxiv.org/abs/2403.08891 -ph.GA -ph.IM -ph.SR .AP

Principal stratification with U-statistics under principal ignorability arxiv.org/abs/2403.08927 .ME

A non-asymptotic theory of Kernel Ridge Regression: deterministic equivalents, test error, and GCV estimator arxiv.org/abs/2403.08938 .ML .ST .TH .LG

Towards Model-Agnostic Posterior Approximation for Fast and Accurate Variational Autoencoders arxiv.org/abs/2403.08941 .ML .LG

Recurrent Events Modeling Based on a Reflected Brownian Motion with Application to Hypoglycemia arxiv.org/abs/2403.09042 .ME

Change Point Detection with Copula Entropy based Two-Sample Test arxiv.org/abs/2403.07892 .ME .LG

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