Explaining, Evaluating and Enhancing Neural Networks' Learned Representations

Marco Bertolini, Djork-Arné Clevert, Floriane Montanari

Most efforts in interpretability in deep learning have focused on (1) extracting explanations of a specific downstream task in relation to the input features and (2) imposing const…