Part II · Chapter 17Version 1.4 · 5 November 202630 min read
Individual Fairness
Key message
Individual fairness requires that people who are similar for the task receive similar outcomes; Dwork et al. formalized this as a Lipschitz condition, which makes the fairness guarantee only as good as the task-specific similarity metric it presupposes.
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