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Investigating the Impact of Balancing, Filtering, and Complexity on Predictive Multiplicity: A Data-Centric Perspective arxiv.org/abs/2412.09712 .ML .LG

Doubly Robust Conformalized Survival Analysis with Right-Censored Data arxiv.org/abs/2412.09729 .ME .LG

A Statistical Analysis for Supervised Deep Learning with Exponential Families for Intrinsically Low-dimensional Data arxiv.org/abs/2412.09779 .ML .ST .TH .LG

A class of nonparametric methods for evaluating the effect of continuous treatments on survival outcomes arxiv.org/abs/2412.09786 .ME

Flexible Bayesian Nonparametric Product Mixtures for Multi-scale Functional Clustering arxiv.org/abs/2412.09792 .ME .ST .TH

Semi-Supervised Community Detection via Quasi-Stationary Distributions arxiv.org/abs/2412.09793 .soc-ph .ST .TH .SI

Sequential Change Point Detection in High-dimensional Vector Auto-regressive Models arxiv.org/abs/2412.09794 .ME

Unified optimal model averaging with a general loss function based on cross-validation arxiv.org/abs/2412.09804 .ME

Understanding algorithmic fairness for clinical prediction in terms of subgroup net benefit and health equity arxiv.org/abs/2412.07879 .AP

The continuous net benefit: Assessing the clinical utility of prediction models when informing a continuum of decisions arxiv.org/abs/2412.07882 .AP

Spectral Differential Network Analysis for High-Dimensional Time Series arxiv.org/abs/2412.07905 .ME .ML

Dirichlet-Neumann Averaging: The DNA of Efficient Gaussian Process Simulation arxiv.org/abs/2412.07929 .CO .NA .PR .ME .NA

Spatial scale-aware tail dependence modeling for high-dimensional spatial extremes arxiv.org/abs/2412.07957 .ME

Network Structural Equation Models for Causal Mediation and Spillover Effects arxiv.org/abs/2412.05397 .ME

The BPgWSP test: a Bayesian Weibull Shape Parameter signal detection test for adverse drug reactions arxiv.org/abs/2412.05463 .ME

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