PageRank on undirected multi-type PAMs satisfies the power-law hypothesis with color-dependent exponents for finite colors under certain initial color distributions and attractiveness functions.
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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.
PATCH model simulations show preferential attachment and homophily increase segregation and degree inequality while triadic closure reduces segregation but amplifies overall inequality, and the model accounts for observed gender disparities in 50 years of physics and CS collaboration networks.
A survey of existing measures and models for quantifying and generating higher-order homophily and heterophily in hypergraphs.
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Power-law hypothesis and (un)fairness of PageRank on undirected multi-type PAMs
PageRank on undirected multi-type PAMs satisfies the power-law hypothesis with color-dependent exponents for finite colors under certain initial color distributions and attractiveness functions.
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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.
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A Guide to Higher-Order Homophily
A survey of existing measures and models for quantifying and generating higher-order homophily and heterophily in hypergraphs.