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cs.LG2026
Multi-Level Strategic Classification: Incentivizing Improvement through Promotion and Relegation Dynamics
Ziyuan Huang, Lina Alkarmi, Mingyan Liu
Strategic classification studies the problem where self-interested individuals or agents manipulate their response to obtain favorable decision outcomes made by classifiers, typica…
cs.LG2026
Sequential Strategic Classification with Multi-Stage Selective Classifiers
Ziyuan Huang, Lina Alkarmi, Mingyan Liu
Strategic classification studies the problem where self-interested individuals or agents manipulate their response to obtain favorable decision outcomes made by classifiers, typica…
cs.LG2025
When In Doubt, Abstain: The Impact of Abstention on Strategic Classification
Lina Alkarmi, Ziyuan Huang, Mingyan Liu
Algorithmic decision making is increasingly prevalent, but often vulnerable to strategic manipulation by agents seeking a favorable outcome. Prior research has shown that classifie…