ICON Decomposition: Auditing Deep Neural Networks with Multivariate Variance-based Concept-level Explanations

Roshan Prakash Rane, Marco Simnacher, Manuel Pfeuffer +7

Deep neural networks often exploit spurious associations, a failure known as shortcut learning. Auditing for shortcuts requires testing many candidate concepts, such as acquisition…