The Manifold Hypothesis for Gradient-Based Explanations

Sebastian Bordt, Uddeshya Upadhyay, Zeynep Akata +1

When do gradient-based explanation algorithms provide perceptually-aligned explanations? We propose a criterion: the feature attributions need to be aligned with the tangent space…