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Latent-free equivalent mDAGs
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We show that the marginal model for a discrete directed acyclic graph (DAG) with hidden variables is distributionally equivalent to another fully observable DAG model if and only if it does not induce any non-trivial inequality constraints.
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The Observational Partial Order of Causal Structures with Latent Variables
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