Paired-Consistency: An Example-Based Model-Agnostic Approach to Fairness Regularization in Machine Learning

Yair Horesh, Noa Haas, Elhanan Mishraky +2

As AI systems develop in complexity it is becoming increasingly hard to ensure non-discrimination on the basis of protected attributes such as gender, age, and race. Many recent me…