Omitting protected attributes can cut disparate impact substantially with negligible accuracy loss, and new model-multiplicity bounds explain when fairer unaware models exist.
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Reconsidering Fairness Through Unawareness From the Perspective of Model Multiplicity
Omitting protected attributes can cut disparate impact substantially with negligible accuracy loss, and new model-multiplicity bounds explain when fairer unaware models exist.