Less is More: A Call to Focus on Simpler Models in Genetic Programming for Interpretable Machine Learning

Marco Virgolin, Eric Medvet, Tanja Alderliesten +1

Interpretability can be critical for the safe and responsible use of machine learning models in high-stakes applications. So far, evolutionary computation (EC), in particular in th…