Publications

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty

Published in NeurIPS 2025

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning

Published in arXiv preprint, 2025

Strategic learning studies how decision rules interact with agents who may strategically change their inputs/features to achieve better outcomes. This work studies how to incentivize desirable feature changes fairly across heterogeneous agents while preserving the principal’s objective.