Proactive Routing to Interpretable Surrogates with Distribution-Free Safety Guarantees

Iqtedar Uddin, Mazin Khider, André Bauer

Model routing determines whether to use an accurate black-box model or a simpler surrogate that approximates it at lower cost or greater interpretability. In deployment settings, p…