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How Does Bayesian Causal Discovery Fail? Characterising Structural Consequences in Linear Gaussian Networks under Latent Confounding

arXiv cs.AI · 2026-07-13 Cached

This paper analyzes how Bayesian causal discovery fails under latent confounding in linear Gaussian networks, deriving a correlation threshold that causes spurious edges to be favored by the score function and characterizing two distinct posterior failure regimes.

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