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arXiv stat.ML · Papers

Dynamic Structural Causal Models

arXiv:2406.01161v3 Announce Type: replace-cross Abstract: We study a specific type of SCM, called a Dynamic Structural Causal Model (DSCM), whose endogenous variables represent functions of time, which is possibly cyclic and allows for latent confounding. As a motivating use-case, we show that certain systems of Stocha