2 papers
cs.LG2025
Estimating Misreporting in the Presence of Genuine Modification: A Causal Perspective
Dylan Zapzalka, Trenton Chang, Lindsay Warrenburg +5
In settings where ML models are used to inform the allocation of resources, agents affected by the allocation decisions might have an incentive to strategically change their featur…
cs.LG2024
Who's Gaming the System? A Causally-Motivated Approach for Detecting Strategic Adaptation
Trenton Chang, Lindsay Warrenburg, Sae-Hwan Park +3
In many settings, machine learning models may be used to inform decisions that impact individuals or entities who interact with the model. Such entities, or agents, may game model…