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Persistence is not Independence: A structural Credibility Protocol for Distribution based Recovery in VARLiNGAM
VAR-LiNGAM recovers a contemporaneous structure from reduced-form innovations under mutual independence of the underlying structural shocks. Recovery itself and bootstrap stability of the recovered edges are natural post-estimation outputs, but neither directly assesses the identifying independence
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