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.
Provably efficient safe exploration via primal-dual policy optimization
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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.