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Federated Learning for Non-factorizable Models using Deep Generative Prior Approximations arxiv.org/abs/2405.16055 .ML .CO .ME .LG

On the PM2.5 -- Mortality Relationship: A Bayesian Dynamic Model for Spatio-Temporal Confounding arxiv.org/abs/2405.16106 .ME .AP

Inference for Optimal Linear Treatment Regimes in Personalized Decision-making arxiv.org/abs/2405.16161 .ME

Approximation of the Gompertz function with a multilogistic function arxiv.org/abs/2405.12984 .ST .TH

A graph-structured distance for heterogeneous datasets with meta variables arxiv.org/abs/2405.13073 .ML .LG

Better Simulations for Validating Causal Discovery with the DAG-Adaptation of the Onion Method arxiv.org/abs/2405.13100 .ME .AI

Gaussian Measures Conditioned on Nonlinear Observations: Consistency, MAP Estimators, and Simulation arxiv.org/abs/2405.13149 .ML .NA .PR .CO .LG .NA

Max-sliced Wasserstein concentration and uniform ratio bounds of empirical measures on RKHS arxiv.org/abs/2405.13153 .ST .ML .TH

Borrowing Strength in Distributionally Robust Optimization via Hierarchical Dirichlet Processes arxiv.org/abs/2405.13160 .ML .LG

Accelerated Evaluation of Ollivier-Ricci Curvature Lower Bounds: Bridging Theory and Computation arxiv.org/abs/2405.13302 .ML .OC .DM .LG

Scalable Bayesian inference for heat kernel Gaussian processes on manifolds arxiv.org/abs/2405.13342 .ME .ST .TH

On an upper bound of the set of copulas with a given curvilinear section arxiv.org/abs/2405.12260 .ST .PR .TH

Kernel spectral joint embeddings for high-dimensional noisy datasets using duo-landmark integral operators arxiv.org/abs/2405.12317 .ML .LG

A canonical polyadic tensor basis for fast Bayesian estimation of multi-subject fMRI activation patterns arxiv.org/abs/2405.12325 .AP .CO

An Introduction on Solar Imaging Data Analytic Challenges and Opportunities for Statisticians arxiv.org/abs/2405.12331 -ph.IM -ph.SR .AP

Determine the Number of States in Hidden Markov Models via Marginal Likelihood arxiv.org/abs/2405.12343 .ST .ME .TH

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