Learnability Gaps of Strategic Classification

arXiv:2402.19303v1 Announce Type: new
Abstract: In contrast with standard classification tasks, strategic classification involves agents strategically modifying their features in an effort to receive favorable predictions. For instance, given a classifier determining loan approval based on credit scores, applicants may open or close their credit cards to fool the classifier. The learning goal is to find a classifier robust against strategic manipulations. Various settings, based on what and when information is known, have been explored in strategic classification. In this …

abstract agents arxiv cards classification classifier contrast credit credit cards credit scores cs.gt cs.lg features instance predictions standard tasks type