Counterfactual identifiability beyond global monotonicity: non-monotone triangular structural causal models
arXiv:2605.04413v1 Announce Type: new
Abstract: Structural causal models provide a unified semantics for interventions and counterfactuals, but most identifiability results rely on restrictive assumptions like global monotonicity, which are often viol…