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causal graphical models 1exponential-family models 1front-door criterion 1identification 1interventional distribution 1verification 1

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20242026
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cs.AI2025

Linear-Time Primitives for Algorithm Development in Graphical Causal Inference

Marcel Wienöbst, Sebastian Weichwald, Leonard Henckel

We introduce CIfly, a framework for efficient algorithmic primitives in graphical causal inference that isolates reachability as a reusable core operation. It builds on the insight…