Evolved Sample Weights for Bias Mitigation: Effectiveness Depends on the Fairness Objective

Anil K. Saini, Jose Guadalupe Hernandez, Emily F. Wong +3

Machine learning models trained on real-world data may inadvertently make biased predictions that negatively impact marginalized communities. Reweighting, which assigns a weight to…