Long-Term Fairness with Unknown Dynamics

Tongxin Yin, Reilly Raab, Mingyan Liu +1

While machine learning can myopically reinforce social inequalities, it may also be used to dynamically seek equitable outcomes. In this paper, we formalize long-term fairness in t…