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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

T. Cai

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Preprint Sep 2026

Exact Asymptotic Efficiency under zCDP: Diameter-Constrained Information Geometry

Protecting individual privacy has become a central and urgent concern in modern data analysis, given the vast quantities of data now generated and processed. In this paper, we develop a systematic theory of exact asymptotic efficiency for regular parametric estimation under central zero-concentrated differential privac...

T. Cai, Yi-Cheng Li · 0 citations
Preprint Jul 2026

The Cost of Discretization in Functional Linear Regression: Minimax Rates and Adaptation

We study scalar-on-function linear regression when each covariate curve is observed only through finitely many noisy point evaluations. Our goal is to characterize the minimax estimation and prediction risks as joint functions of the number of trajectories $n$ and the within-trajectory resolution $m$. Working in a fixe...

T. Cai, Yicheng Li · 0 citations

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