ICON decomposition: Multivariate concept auditing reveals shortcuts that neural networks rely on

Roshan Prakash Rane, Marco Simnacher, Manuel Pfeuffer +7

Deep neural networks often exploit spurious associations, a failure known as shortcut learning. Before deployment, models should therefore be audited for reliance on concepts such…