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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

Patrik Dokoupil

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Book Open access Sep 2026

The Illusion of Control: Commensurability, Concentration, and Correlation in Multi-Objective Recommendation

Multi-objective recommender systems (MORS) often combine diverse goals via linear scalarization, where objectives’ weights are being exposed as tunable hyperparameters for system optimization, or as interactive knobs supporting user control. However, we argue that such an approach creates an illusion of control, in whi...

Patrik Dokoupil, Ladislav Peška · 0 citations
Book Open access Sep 2026

Candidate Retrieval for Provider Fairness under Severe Recommendation Imbalance

Provider fairness in recommender systems is commonly addressed through reranking, which assumes that the candidate set already contains sufficient items from under-exposed provider groups. We study a setting in which this assumption breaks down: catalog representation does not translate into recommendation exposure, an...

Patrik Dokoupil, L. Boratto, Ladislav Peška · 0 citations

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