The paper gives sound and complete methods for identifying conditional causal effects when the causal graph is known only up to an MPDAG.
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Identifying Conditional Causal Effects in MPDAGs
The paper gives sound and complete methods for identifying conditional causal effects when the causal graph is known only up to an MPDAG.