The Role of Causal Features in Strategic Classification for Robustness and Alignment

Antonio Gois, Sophia Gunluk, Nir Rosenfeld +3

In strategic classification, an institution (e.g., a bank) anticipates adaptation from users who change their features to increase utility in a classification task (e.g., loan repa…