Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation

Nina Weng, Paraskevas Pegios, Eike Petersen +2

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 predi…