Discovering Interpretable Representations for Both Deep Generative and Discriminative Models

Tameem Adel, Zoubin Ghahramani, Adrian Weller

Abstract: Interpretability of representations in both deep generative and discriminative models is highly desirable. Current methods jointly optimize an objective combining accuracy and interpretability. How...