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Differentiable Causal Discovery for Singular Linear Models under Confounding

Zhou, Mujin et al.
arXiv (All) · Papers
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Score-based causal discovery in the presence of unobserved confounders requires both a consistent scoring criterion and an efficient search over graph structures. Linear causal models with correlated errors are naturally represented by acyclic directed mixed graphs (ADMGs), whose induced model famil
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