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Robust Evaluation of Longitudinal Surrogate Markers with Censored Data arxiv.org/abs/2402.16969 .ME

A Phase Transition in Diffusion Models Reveals the Hierarchical Nature of Data arxiv.org/abs/2402.16991 -mat.dis-nn .ML .CV .LG

Iterated INLA for State and Parameter Estimation in Nonlinear Dynamical Systems arxiv.org/abs/2402.17036 .ML .LG

Towards Generalizing Inferences from Trials to Target Populations arxiv.org/abs/2402.17042 .ME .EM .AI .LG

On Independent Samples Along the Langevin Diffusion and the Unadjusted Langevin Algorithm arxiv.org/abs/2402.17067 .ST .IT .ML .TH .IT

Dempster-Shafer P-values: Thoughts on an Alternative Approach for Multinomial Inference arxiv.org/abs/2402.17070 .ME .ST .TH

Learning high-dimensional targets by two-parameter models and gradient flow arxiv.org/abs/2402.17089 .ML .LG

Simple rejection Monte Carlo algorithm and its application to multivariate statistical inference arxiv.org/abs/2402.17096 .CO

Minimax Optimality of Score-based Diffusion Models: Beyond the Density Lower Bound Assumptions arxiv.org/abs/2402.15602 .ST .ML .TH .LG

Towards Improved Uncertainty Quantification of Stochastic Epidemic Models Using Sequential Monte Carlo arxiv.org/abs/2402.15619 .AP .CO .ME

Comparison of sectoral structures between China and Japan: A network perspective arxiv.org/abs/2402.15620 .soc-ph -fin.EC .AP .GN

A Variational Approach for Modeling High-dimensional Spatial Generalized Linear Mixed Models arxiv.org/abs/2402.15705 .ME

A Duality Analysis of Kernel Ridge Regression in the Noiseless Regime arxiv.org/abs/2402.15718 .ML .LG

Local moment matching with Erlang mixtures under automatic roughness penalization arxiv.org/abs/2402.15866 .ST .TH

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