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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

Francesca Medda

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Open access Sep 2026

Influence functions for Gaussian process hyperparameter estimation

We derive and analyse the influence function of hyperparameter estimators in Gaussian process (GP) models. While GPs are widely used for regression and probabilistic modelling, their hyperparameters are typically learned by maximizing the marginal likelihood. We show that the resulting estimators have unbounded influen...

Akash Sedai, Francesca Medda · 0 citations
Preprint Jul 2026

Settlement Infrastructure, Inside Money Elasticity, and the Network Economics of Distributed Ledger Technology

We construct the Settlement Modernisation Index, a panel dataset of 809 reform events across 24 advanced economies between 1993 and 2024, decomposed into three economic channels and three adoption phases. We document an S-curve in inside money elasticity with two interior turning points at SMI = 0.27 and 0.93, separati...

Michail Samawi, Hui Gong, Francesca Medda · 0 citations
Preprint Aug 2026

Authority-Inference Separation in Agentic Finance: First-Line Control, Blockchain Enforcement, and Replayable Assurance

This study develops and evaluates Authority-Inference Separation (AIS), an intent-centered architecture for bounded agentic finance that decides whether a specific intent may act, while blockchain can make granted authority bounded, executable, and independently observable.

Hui Gong, Michail Samawi, Francesca Medda · 1 citation

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