Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors

Zeyu Tang, Yatong Chen, Yang Liu +1

The pursuit of long-term fairness involves the interplay between decision-making and the underlying data generating process. In this paper, through causal modeling with a directed…