When Interpretability Is Unequally Distributed: Fairness in Hybrid Interpretable Models

Ziba Jabbar Zare, Ulrich Aïvodji, Julien Ferry +1

Hybrid interpretable models combine a transparent component with a black-box model by assigning some examples to the former and deferring the rest to the latter. While this design…