Learning Concept Credible Models for Mitigating Shortcuts Jiaxuan Wang 1 Sarah Jabbour 1 Maggie Makar 1 Michael Sjoding 2

During training, models can exploit spurious correlations as shortcuts, resulting in poor generalization performance when shortcuts do not persist. In this work, assuming access to a representation based on domain knowledge ( i.e., known