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causal discovery 1heterogeneous populations 1latent confounding 1mixture models 1rank-based identification 1

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cs.LG2026

Causal Discovery in Mixtures of Populations

Bijan Mazaheri, Spencer Gordon, Yuval Rabani +1

The paper proposes a method to identify causal graphs in data that come from a mixture of a few latent populations, even when a global latent confounder is present, by using rank p…