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Optimizing Cox Models with Stochastic Gradient Descent: Theoretical Foundations and Practical Guidances arxiv.org/abs/2408.02839 .ML .LG

Evaluating Posterior Probabilities: Decision Theory, Proper Scoring Rules, and Calibration arxiv.org/abs/2408.02841 .ML .LG

Gaussian Approximation For Non-stationary Time Series with Optimal Rate and Explicit Construction arxiv.org/abs/2408.02913 .ST .TH

Weighted shape-constrained estimation for the autocovariance sequence from a reversible Markov chain arxiv.org/abs/2408.03024 .ME .CO

Gaussian Approximations for the $k$th coordinate of sums of random vectors arxiv.org/abs/2408.03039 .ST .TH

Predictive Performance Test based on the Exhaustive Nested Cross-Validation for High-dimensional data arxiv.org/abs/2408.03138 .ME .ML

Active Learning for Level Set Estimation Using Randomized Straddle Algorithms arxiv.org/abs/2408.03144 .ML .LG

Reconstructing and Forecasting Marine Dynamic Variable Fields across Space and Time Globally and Gaplessly arxiv.org/abs/2408.01509 .AP

Conformal Diffusion Models for Individual Treatment Effect Estimation and Inference arxiv.org/abs/2408.01582 .ML .ME .AI .LG

Review and Demonstration of a Mixture Representation for Simulation from Densities Involving Sums of Powers arxiv.org/abs/2408.01617 .CO .ME

Weighted Brier Score -- an Overall Summary Measure for Risk Prediction Models with Clinical Utility Consideration arxiv.org/abs/2408.01626 .ME .AP

Principal component analysis balancing prediction and approximation accuracy for spatial data arxiv.org/abs/2408.01662 .ME .CO .ML

Cost-constrained multi-label group feature selection using shadow features arxiv.org/abs/2408.01851 .ML .LG

Meta-Posterior Consistency for the Bayesian Inference of Metastable System arxiv.org/abs/2408.01868 .ML .PR .ST .TH .LG

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