Strategic Classification is Causal Modeling in Disguise

ICML 2020 John MillerSmitha MilliMoritz Hardt

Consequential decision-making incentivizes individuals to strategically adapt their behavior to the specifics of the decision rule. While a long line of work has viewed strategic adaptation as gaming and attempted to mitigate its effects, recent work has instead sought to design classifiers that incentivize individuals to improve a desired quality... (read more)

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