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News/Separation-Utility Pareto Frontier: An Information-Theoretic Characterization
arxiv
PublishedJuly 14, 2026 at 4:00 AM

Separation-Utility Pareto Frontier: An Information-Theoretic Characterization

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arXiv:2602.04408v3 Announce Type: replace Abstract: We study the Pareto frontier (optimal trade-off) between utility and separation, a fairness criterion requiring predictive independence from sensitive attributes conditional on the true outcome. Through an information-theoretic lens, we prove a cha

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