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For a new test point with scoreznew in groupsand intervalℓ, we: •Compute its percentileτwithin the groupsdistribution via linear interpolation · 2020 · arXiv 8610.0008

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Counterfactually Fair Regression via Optimal Transport

stat.ML · 2026-05-27 · unverdicted · novelty 6.0

Derives closed-form optimal counterfactually fair regressor via barycentric quantile map and proves Õ(n^{-1/3}) finite-sample fairness and risk bounds for discretized post-processing under mild assumptions.

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  • Counterfactually Fair Regression via Optimal Transport stat.ML · 2026-05-27 · unverdicted · none · ref 51

    Derives closed-form optimal counterfactually fair regressor via barycentric quantile map and proves Õ(n^{-1/3}) finite-sample fairness and risk bounds for discretized post-processing under mild assumptions.