2 papers
cs.LG2026
End-to-End Fairness Optimization with Fair Decision-Focused Learning
Yu Wang, Violet Xinying Chen, Violet +1
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…
stat.ML2024
Local Causal Discovery for Structural Evidence of Direct Discrimination
Jacqueline Maasch, Kyra Gan, Violet Chen +3
Identifying the causal pathways of unfairness is a critical objective for improving policy design and algorithmic decision-making. Prior work in causal fairness analysis often requ…