Strategic Classification Has a Missing Lever: Audit Risk
Strategic classification with a second lever: alongside the classifier, the decision maker designs which features get audited and how hard, which changes what is worth gaming.
Strategic classification with a second lever: alongside the classifier, the decision maker designs which features get audited and how hard, which changes what is worth gaming.
Dashboards, feeds and leaderboards decide whom agents think they are playing against; this paper treats that visibility as a design lever and derives how it shapes aggregate behavior.