Counterfactual (Non-)identifiability of Learned Structural Causal Models

Arash Nasr-Esfahany, Emre Kiciman

Recent advances in probabilistic generative modeling have motivated learning Structural Causal Models (SCM) from observational datasets using deep conditional generative models, al…