Preprint Open access
What You Observe Determines How You Identify Causal Effects: Evaluating Causal Models across Observational Views
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. However, differences in pre-training environments and evaluation protocols make it difficult to assess how their performance depends on the …