In heavy-tailed linear causal models, the causal tail coefficient is asymmetric along the true causal direction, and the EASE algorithm uses this asymmetry to recover the causal order consistently.
An Introduction to Statistical Modeling of Extreme Values
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Causal discovery in heavy-tailed models
In heavy-tailed linear causal models, the causal tail coefficient is asymmetric along the true causal direction, and the EASE algorithm uses this asymmetry to recover the causal order consistently.