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Targeted tuning of random forests for quantile estimation and prediction intervals arxiv.org/abs/2507.01430 .ME .AP .ML

Nonparametric learning of heterogeneous graphical model on network-linked data arxiv.org/abs/2507.01473 .ME .ML

Root/Additional Metric (RoAM) framework: a guide for goal-centred metric construction arxiv.org/abs/2507.01526 .ME

A new algorithm for sampling parameters in a structured correlation matrix with application to estimating optimal combinations of muscles to quantify progression in Duchenne muscular dystrophy arxiv.org/abs/2506.21719 .ME

Dynamic Bayesian Item Response Model with Decomposition (D-BIRD): Modeling Cohort and Individual Learning Over Time arxiv.org/abs/2506.21723 .AP .ME .CY

Monte Carlo and quasi-Monte Carlo integration for likelihood functions arxiv.org/abs/2506.21733 .ST .ME .ML .TH

Modification of a Numerical Method Using FIR Filters in a Time-dependent SIR Model for COVID-19 arxiv.org/abs/2506.21739 .ML .OC .LG

TADA: Improved Diffusion Sampling with Training-free Augmented Dynamics arxiv.org/abs/2506.21757 .ML .LG

rodeo: Probabilistic Methods of Parameter Inference for Ordinary Differential Equations arxiv.org/abs/2506.21776 .CO

Efficient Estimation of Causal Effects Under Two-Phase Sampling with Error-Prone Outcome and Treatment Measurements arxiv.org/abs/2506.21777 .ME

Estimating Average Causal Effects with Incomplete Exposure and Confounders arxiv.org/abs/2506.21786 .ME

Classification with Reject Option: Distribution-free Error Guarantees via Conformal Prediction arxiv.org/abs/2506.21802 .ML .LG

Proof of The TAP Free Energy for High-Dimensional Linear Regression with Spherical Priors at All Temperatures arxiv.org/abs/2506.20768 .ST .TH

Stable Minima of ReLU Neural Networks Suffer from the Curse of Dimensionality: The Neural Shattering Phenomenon arxiv.org/abs/2506.20779 .ML .LG

A Bayesian Nonparametric Approach for Semi-Competing Risks with Application to Cardiovascular Health arxiv.org/abs/2506.20860 .ME .AP

Forecasting Geopolitical Events with a Sparse Temporal Fusion Transformer and Gaussian Process Hybrid: A Case Study in Middle Eastern and U.S. Conflict Dynamics arxiv.org/abs/2506.20935 .ML .AP .CO .LG

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