3 papers
cs.IR2026
Multistakeholder Impacts of Profile Portability in a Recommender Ecosystem
Anas Buhayh, Elizabeth McKinnie, Clement Canel +1
Optimizing outcomes for multiple stakeholders in recommender systems has historically focused on algorithmic interventions, such as developing multi-objective models or re-ranking…
cs.IR2025
Fairness for niche users and providers: algorithmic choice and profile portability
Elizabeth McKinnie, Anas Buhayh, Clement Canel +1
Ensuring fair outcomes for multiple stakeholders in recommender systems has been studied mostly in terms of algorithmic interventions: building new models with better fairness prop…
cs.IR2025
Decoupled Recommender Systems: Exploring Alternative Recommender Ecosystem Designs
Anas Buhayh, Elizabeth McKinnie, Robin Burke
Recommender ecosystems are an emerging subject of research. Such research examines how the characteristics of algorithms, recommendation consumers, and item providers influence sys…