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Sparse Additive Model Pruning for Order-Based Causal Structure Learning arxiv.org/abs/2602.15306 .ML .LG

Bayesian Inference for Joint Tail Risk in Paired Biomarkers via Archimedean Copulas with Restricted Jeffreys Priors arxiv.org/abs/2602.15319 .ME .AP

Non-Stationary Covariance Functions for Spatial Data on Linear Networks arxiv.org/abs/2602.15328 .ST .TH

Estimating causal effects of functional treatments with modified functional treatment policies arxiv.org/abs/2602.09145 .ME

Minimum Distance Summaries for Robust Neural Posterior Estimation arxiv.org/abs/2602.09161 .ML .LG

Goodness-of-fit testing for nonlinear inverse problems with random observations arxiv.org/abs/2602.09219 .ST .TH

Optimal Estimation in Orthogonally Invariant Generalized Linear Models: Spectral Initialization and Approximate Message Passing arxiv.org/abs/2602.09240 .ST .IT .PR .ML .TH .IT .LG

Motivating REML via Prediction-Error Covariances in EM Updates for Linear Mixed Models arxiv.org/abs/2602.09247 .CO

Transcendental Regularization of Finite Mixtures:Theoretical Guarantees and Practical Limitations arxiv.org/abs/2602.03889 .ML .LG

Byzantine Machine Learning: MultiKrum and an optimal notion of robustness arxiv.org/abs/2602.03899 .ML .OC .ST .TH .AI .LG

Privacy utility trade offs for parameter estimation in degree heterogeneous higher order networks arxiv.org/abs/2602.03948 .ML .ST .TH .CR .LG .SI

Learning Multi-type heterogeneous interacting particle systems arxiv.org/abs/2602.03954 .ML .CO .ME .LG

Statistical Guarantees for Reasoning Probes on Looped Boolean Circuits arxiv.org/abs/2602.03970 .ML .MG .ST .TH .LG .NE

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