Agent-based simulations show recommender logic sets visibility regimes, with popularity-based systems creating reinforcement loops that concentrate exposure while collaborative filtering distributes it broadly, and network structure modulates creator inequality.
Effect of algorithmic bias and network structure on coexistence, consensus, and polarization of opinions.Physical Review E, 104(4):044312, 2021
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Joint Effects of Recommender Systems and Network Structure on the Visibility of Content and Creators
Agent-based simulations show recommender logic sets visibility regimes, with popularity-based systems creating reinforcement loops that concentrate exposure while collaborative filtering distributes it broadly, and network structure modulates creator inequality.