Arbitrariness and Social Prediction: The Confounding Role of Variance in Fair Classification

A. Feder Cooper, Katherine Lee, Madiha Zahrah Choksi +6

Variance in predictions across different trained models is a significant, under-explored source of error in fair binary classification. In practice, the variance on some data examp…