Recommender systems (RSs) can produce useful outcomes, but they can also cause harm. This raises a basic operational question for responsible recommendation: under what conditions should a system withhold the action it would otherwise select? We define justified non-action as withholding this action in favor of an alte...
Julia Neidhardt, T. Kolb, Ahmadou Wagne et al.· Proceedings of the 20th ACM...· 0 citations
Recommender systems (RSs) can produce useful outcomes, but they can also cause harm. This raises a basic operational question for responsible recommendation: under what conditions should a system withhold the action it would otherwise select? We define justified non-action as withholding this action in favor of an alte...
Julia Neidhardt, T. Kolb, Ahmadou Wagne et al.· Proceedings of the 20th ACM...· 0 citations
It is shown that network biases are not inherently harmful or beneficial, and called for a holistic, networked approach to fairness that moves beyond static group categories and recognizes the dynamic, relational, and structural nature of inequality.
Lisette Espín-Noboa, Tina Eliassi-Rad, Pak-Hang Wong et al.· 0 citations
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