Graphical characterizations of Markov blankets, stable frontiers, and stable blankets are derived for causal models with hidden variables (via ADMGs and m-separation) and cycles (via DMGs, σ-separation, and strongly connected components).
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Stable Blanket with Hidden Variables and Cycles
Graphical characterizations of Markov blankets, stable frontiers, and stable blankets are derived for causal models with hidden variables (via ADMGs and m-separation) and cycles (via DMGs, σ-separation, and strongly connected components).