2 papers
cs.GT2025
Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning
Valia Efthymiou, Ekaterina Fedorova, Chara Podimata
Strategic classification examines how decision rules interact with agents who strategically adapt their features. Most existing models focus on maximizing predictive performance, a…
cs.GT2025
Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty
Valia Efthymiou, Chara Podimata, Diptangshu Sen +1
We study strategic classification in binary decision-making settings where agents can modify their features in order to improve their classification outcomes. Importantly, our work…