Interpretable ML Under the Microscope: Performance, Meta-Features, and the Regression-Classification Predictability Gap

Mattia Billa, Giovanni Orlandi, Veronica Guidetti +1

As machine learning models are increasingly deployed in high-stakes domains, the need for interpretability has grown to meet strict regulatory and accountability constraints. Despi…