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CMAP, CNRS, Ecole Polytechnique, Institut Polytechnique de Paris
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Choosing between Wasserstein and Total Variation penalties in fair regression isn't just a technical detail – it reflects fundamentally different fairness philosophies, with Wasserstein offering smooth compromises and Total Variation enforcing strict parity for select individuals.