A practical federated recommender allows user control over personalization versus diversity, with users showing preference for personalization in a live deployment.
Fairmatch: A graph-based approach for improving aggregate diversity in recommender systems
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
years
2026 2roles
background 1polarities
background 1representative citing papers
Modeling recommender systems as control systems shows that time-optimized fairness interventions can improve overall long-term performance rather than merely trading off against utility.
citing papers explorer
-
Beyond Centralization: User-Controlled Federated Recommendations in Practice
A practical federated recommender allows user control over personalization versus diversity, with users showing preference for personalization in a live deployment.
-
Recommender Systems as Control Systems
Modeling recommender systems as control systems shows that time-optimized fairness interventions can improve overall long-term performance rather than merely trading off against utility.