End-to-End Fairness Optimization with Fair Decision-Focused Learning

Yu Wang, Violet Xinying Chen

Many real-world systems rely on predictive models to inform decisions, and fairness concerns arise in both the prediction and decision stages. We introduce end-to-end fairness opti…