What You Observe Determines How You Identify Causal Effects: Evaluating Causal Models across Observational Views

Heejin Jung, Gyeongdeok Seo, Hoyoon Byun +2

Causal foundation models (CFMs) pre-trained on data generated from various structural causal models (SCMs) have been proposed for estimating causal effects from observational data.…