Efficient Inference for Coupled Hidden Markov Models in Continuous Time and Discrete Space arxiv.org/abs/2510.12916 .ML .LG

Escaping Neal's Funnel: a multi-stage sampling method for hierarchical models arxiv.org/abs/2510.12917 .ME .CO

Trajectory-based real-time pedestrian crash prediction at intersections: A novel non-linear link function for block maxima led Bayesian GEV framework addressing heterogeneous traffic condition arxiv.org/abs/2510.12963 .soc-ph .AP .ME

Surrogate Models to Predict Wave Hydrodynamics on Evolving Landscapes arxiv.org/abs/2510.12986 .AP

Learning Shared and Source-specific Subspaces across Multiple Data Sources for Functional Data arxiv.org/abs/2510.13010 .ME

A Multi-dimensional Semantic Surprise Framework Based on Low-Entropy Semantic Manifolds for Fine-Grained Out-of-Distribution Detection arxiv.org/abs/2510.13093 .ML .AI .LG

Gaussian Certified Unlearning in High Dimensions: A Hypothesis Testing Approach arxiv.org/abs/2510.13094 .ML .LG

Monitoring 3D Lattice Structures in Additive Manufacturing Using Topological Data Analysis arxiv.org/abs/2510.11740 .ME .AP

Dimension-Free Minimax Rates for Learning Pairwise Interactions in Attention-Style Models arxiv.org/abs/2510.11789 .ML .PR .ST .TH .LG

On Thompson Sampling and Bilateral Uncertainty in Additive Bayesian Optimization arxiv.org/abs/2510.11792 .ML .LG

High-Probability Bounds For Heterogeneous Local Differential Privacy arxiv.org/abs/2510.11895 .ML .CR .DS .LG

Simplifying Optimal Transport through Schatten-$p$ Regularization arxiv.org/abs/2510.11910 .ML .LG

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