Causal Additive Models with Unobserved Causal Paths and Backdoor Paths

Thong Pham, Takashi Nicholas Maeda, Shohei Shimizu

Causal additive models provide a tractable yet expressive framework for causal discovery in the presence of hidden variables. When unobserved backdoor or causal paths exist between…