Markovian triangular monotonic SCMs with a known causal order are completely counterfactually identifiable from the observational distribution.
D., Ibeling, D., and Icard, T
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Exogenous Isomorphism for Counterfactual Identifiability
Markovian triangular monotonic SCMs with a known causal order are completely counterfactually identifiable from the observational distribution.