2 papers
cs.LG2026
Robust Strategic Classification under Decision-Dependent Cost Uncertainty
Sura Alhanouti, Güzin Bayraksan, Parinaz Naghizadeh
Humans facing algorithmic decision systems have been found to ``game'' them by altering their input data (at a cost to them) in order to favorably change the algorithmic outcomes t…
cs.LG2025
Anticipating Gaming to Incentivize Improvement: Guiding Agents in (Fair) Strategic Classification
Sura Alhanouti, Parinaz Naghizadeh
As machine learning algorithms increasingly influence critical decision making in different application areas, understanding human strategic behavior in response to these systems b…