Causality, NLP, Machine Learning, Deep Dives, Thoughts And Theory.
the image below. The assumption of counterfactual consistency. Source: Feder et al., 2021. The consistency assumption makes two assertions about the relationship between counterfactual outcomes and observed ones. First, that there is no interference, such that the outcome for a unit (i) is affected