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A Theory of Optimistically Universal Online Learnability for General Concept Classes arxiv.org/abs/2501.08551 .ML .LG

Modeling COVID-19 spread in the USA using metapopulation SIR models coupled with graph convolutional neural networks arxiv.org/abs/2501.02043 -bio.PE .ML .DS .LG

Transfer Learning for Individualized Treatment Rules: Application to Sepsis Patients Data from eICU-CRD and MIMIC-III Databases arxiv.org/abs/2501.02128 .AP

Majorization-Minimization Dual Stagewise Algorithm for Generalized Lasso arxiv.org/abs/2501.02197 .ML .CO .LG

Robust Multi-Dimensional Scaling via Accelerated Alternating Projections arxiv.org/abs/2501.02208 .ML .OC .LG

Efficient estimation of average treatment effects with unmeasured confounding and proxies arxiv.org/abs/2501.02214 .ME .EM

Beyond Log-Concavity and Score Regularity: Improved Convergence Bounds for Score-Based Generative Models in W2-distance arxiv.org/abs/2501.02298 .ML .LG

Statistical Demography Meets Ministry of Health: The Case of the Family Planning Estimation Tool arxiv.org/abs/2501.00007 .AP

High-Dimensional Markov-switching Ordinary Differential Processes arxiv.org/abs/2501.00087 .ME .ST .AP .TH .LG

A portmanteau test for multivariate non-stationary functional time series with an increasing number of lags arxiv.org/abs/2501.00118 .ME

Post Launch Evaluation of Policies in a High-Dimensional Setting arxiv.org/abs/2501.00119 .ML .AP .ME .LG

Competitiveness of Formula 1 championship from 2012 to 2022 as measured by Kendall corrected evolutive coefficient arxiv.org/abs/2501.00126 .AP

Denoising Data with Measurement Error Using a Reproducing Kernel-based Diffusion Model arxiv.org/abs/2501.00212 .ME

Efficient Human-in-the-Loop Active Learning: A Novel Framework for Data Labeling in AI Systems arxiv.org/abs/2501.00277 .ML .AI .HC .LG

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