Explaining Black Boxes on Sequential Data using Weighted Automata

Stéphane Ayache, Rémi Eyraud, Noé Goudian

Abstract: Understanding how a learned black box works is of crucial interest for the future of Machine Learning. In this paper, we pioneer the question of the global interpretability of learned black box mod...