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arXiv stat.ML · Papers

Causal Graphs, Markov Properties and Do-calculus for Stochastic Differential Equations

arXiv:2607.12140v1 Announce Type: cross Abstract: Stochastic differential equations (SDEs) are widely used to model continuous-time dynamical systems, but graphical causal models for them are not yet well-understood. We consider systems of causal SDEs that are equipped with an explicit causal semantics. We pose solvabi