Averaged constraints on conditional effects in causal masking almost surely yield policies that violate stratum-wise independence while satisfying the averaged constraint, with larger gains under confounding and heterogeneity.
The utility is: W(D fair) =ρ·w avg i
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Masking Causality and Conditional Dependence
Averaged constraints on conditional effects in causal masking almost surely yield policies that violate stratum-wise independence while satisfying the averaged constraint, with larger gains under confounding and heterogeneity.