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.
Multi-sided exposure bias in recommendation.arXiv preprint arXiv:2006.15772, 2020
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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.