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Bayesian Multilevel Compositional Data Analysis: Introduction, Evaluation, and Application arxiv.org/abs/2405.03985 .ME .CO

Scalable Vertical Federated Learning via Data Augmentation and Amortized Inference arxiv.org/abs/2405.04043 .CO .ME .ML .LG

Multiparameter regularization and aggregation in the context of polynomial functional regression arxiv.org/abs/2405.04147 .ML .NA .ST .TH .LG .NA

Regime Identification for Improving Causal Analysis in Non-stationary Timeseries arxiv.org/abs/2405.02315 .AP

Bayesian Inference for Estimating Heat Sources through Temperature Assimilation arxiv.org/abs/2405.02319 .AP .ST .TH

Towards Causal Interpretation of Sexual Orientation in Regression Analysis: Applications and Challenges arxiv.org/abs/2405.02322 .AP

A Comprehensive Approach to Carbon Dioxide Emission Analysis in High Human Development Index Countries using Statistical and Machine Learning Techniques arxiv.org/abs/2405.02340 .AP .LG

Rejoinder on "Marked spatial point processes: current state and extensions to point processes on linear networks" arxiv.org/abs/2405.02343 .ME .AP

Triadic-OCD: Asynchronous Online Change Detection with Provable Robustness, Optimality, and Convergence arxiv.org/abs/2405.02372 .ML .AI .LG

Quality-Weighted Vendi Scores And Their Application To Diverse Experimental Design arxiv.org/abs/2405.02449 -mat.mtrl-sci -bio.BM .ML .LG

Finite Sample Analysis and Bounds of Generalization Error of Gradient Descent in In-Context Linear Regression arxiv.org/abs/2405.02462 .ST .NA .PR .TH .NA

Modelling Sampling Distributions of Test Statistics with Autograd arxiv.org/abs/2405.02488 .ML .CO -ex .LG

Confidence regions for a persistence diagram of a single image with one or more loops arxiv.org/abs/2405.01651 .ME

Sensitivity analysis for matching on high-dimensional predictors: A case study of racial disparity in US mortality arxiv.org/abs/2405.01694 .AP

Sample-efficient neural likelihood-free Bayesian inference of implicit HMMs arxiv.org/abs/2405.01737 .ML .CO .LG

Bayesian Learning of Clinically Meaningful Sepsis Phenotypes in Northern Tanzania arxiv.org/abs/2405.01746 .AP

Multivariate Bayesian Last Layer for Regression: Uncertainty Quantification and Disentanglement arxiv.org/abs/2405.01761 .ML .LG

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