Counterfactual identifiability beyond global monotonicity: non-monotone triangular structural causal models

Pengcheng Tan, Jiang Chen, Dehui Du

Structural causal models provide a unified semantics for interventions and counterfactuals, but most identifiability results rely on restrictive assumptions like global monotonicit…