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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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Preprint Sep 2026

When a High Score Is an Illusion: Certifying Genuine versus Repackaged Forecasting Skill

This work characterize assignments that preserve association between specified population-rank contrasts, including forecast rank minus baseline rank compared with outcome rank minus baseline rank, including forecast rank minus baseline rank compared with outcome rank minus baseline rank.

Pin Ni, Francesca Medda, Ramin Okhrati · 0 citations
Review Aug 2026

The Price of Permission: Classification Uncertainty in Constrained Capital Markets

Shariah-compliant equity screening provides a transparent setting in which institutional rules determine who may own a stock. A binary label identifies current eligibility but not whether the feasible investor base is fragmented across standards or close to changing. We define this instability as classification uncerta...

Abdulrahman Qadi, A. Sharma, Francesca Medda · 0 citations

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