Hyper-parameter Tuning for Fair Classification without Sensitive Attribute Access

Akshaj Kumar Veldanda, Ivan Brugere, Sanghamitra Dutta +2

Fair machine learning methods seek to train models that balance model performance across demographic subgroups defined over sensitive attributes like race and gender. Although sens…