Nina Weng*

Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation

"Shortcut learning is when a model – e.g. a cardiac disease classifier – exploits correlations between the target label and a spurious shortcut feature, e.g. a pacemaker, to predict the target label based on the shortcut rather than real discriminative features. This is common in medical imaging, wh…