The paper proves that HSIC, a closed-form joint dependence statistic, is equivalent to the conditional MMD fairness integral up to a spectral tail, and uses it as a fast fair-representation regularizer.
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A Joint-Distribution Route to Fair Representations with Continuous Sensitive Attributes
The paper proves that HSIC, a closed-form joint dependence statistic, is equivalent to the conditional MMD fairness integral up to a spectral tail, and uses it as a fast fair-representation regularizer.