Short-term group fairness in repeated selections can incur a high price of fairness even with nearly identical group distributions, but long-term disparities can vanish under simple investment policies with low PoF.
How do classifiers induce agents to invest effort strategically? In EC, pages 825–844, 2019
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Price of Fairness in Short-Term and Long-Term Algorithmic Selections
Short-term group fairness in repeated selections can incur a high price of fairness even with nearly identical group distributions, but long-term disparities can vanish under simple investment policies with low PoF.