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A Generalized Tangent Approximation Framework for Strongly Super-Gaussian Likelihoods arxiv.org/abs/2504.05431 .ME .ST .TH

Microbial correlation: a semi-parametric model for investigating microbial co-metabolism arxiv.org/abs/2504.05450 .ME .AP

Modeling Multivariate Degradation Data with Dynamic Covariates Under a Bayesian Framework arxiv.org/abs/2504.05484 .ME .AP

Bayesian Shrinkage in High-Dimensional VAR Models: A Comparative Study arxiv.org/abs/2504.05489 .ME .AP

Adaptive Design for Contour Estimation from Computer Experiments with Quantitative and Qualitative Inputs arxiv.org/abs/2504.05498 .ME

A new discrimination measure for assessing predictive performance of non-linear survival models arxiv.org/abs/2504.05630 .ME

Effective Method for Inverse Ising Problem under Missing Observations in Restricted Boltzmann Machines arxiv.org/abs/2504.05643 -mat.dis-nn .data-an .ML .LG

Identification and estimation of causal peer effects using instrumental variables arxiv.org/abs/2504.05658 .ME

Robust Reinforcement Learning from Human Feedback for Large Language Models Fine-Tuning arxiv.org/abs/2504.03784 .ML .AI .LG

MaxTDA: Robust Statistical Inference for Maximal Persistence in Topological Data Analysis arxiv.org/abs/2504.03897 .ME .AT .CO

Confirmatory Biomarker Identification via Derandomized Knockoffs for Cox Regression with k-FWER Control arxiv.org/abs/2504.03907 .ME .AP

Batch Bayesian Optimization for High-Dimensional Experimental Design: Simulation and Visualization arxiv.org/abs/2504.03943 -mat.mtrl-sci .ML .LG

Spatially-Heterogeneous Causal Bayesian Networks for Seismic Multi-Hazard Estimation: A Variational Approach with Gaussian Processes and Normalizing Flows arxiv.org/abs/2504.04013 .ML .AP .LG

Computational Efficient Informative Nonignorable Matrix Completion: A Row- and Column-Wise Matrix U-Statistic Pseudo-Likelihood Approach arxiv.org/abs/2504.04016 .ML .LG

Leveraging Shared Factor Structures for Enhanced Matrix Completion with Nonconvex Penalty Regularization arxiv.org/abs/2504.04020 .ME

Minimax Optimal Convergence of Gradient Descent in Logistic Regression via Large and Adaptive Stepsizes arxiv.org/abs/2504.04105 .ML .LG

A Lanczos-Based Algorithmic Approach for Spike Detection in Large Sample Covariance Matrices arxiv.org/abs/2504.03066 .ST .PR .CO .TH

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