Distill-and-Compare: Auditing Black-Box Models Using Transparent Model Distillation

Sarah Tan, Rich Caruana, Giles Hooker +1

Black-box risk scoring models permeate our lives, yet are typically proprietary or opaque. We propose Distill-and-Compare, a model distillation and comparison approach to audit suc…