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Fair Regression under Approximate Demographic Parity

arXiv:2610.25796v1 Announce Type: new Abstract: Exact demographic parity requires the same prediction distribution across sensitive groups. In regression, this can be too restrictive and reduce predictive accuracy. We instead bound every pairwise Wasserstein distance between group-specific predicti…

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  1. 2026-10-20 04:00 · arXiv stat.ML
    Fair Regression under Approximate Demographic Parity

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