Masking Causality and Conditional Dependence

In three linesTheoretical study of conditional-independence enforcement in regulatory settings (path-specific fairness, classified information, non-public trading). Authors prove that averaged-constraint optimization violates stratum-wise requirements while satisfying averaged ones exactly, making detection hard without access to the decision rule itself.

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