Beyond identifiability: Learning causal representations with few environments and finite samples

Inbeom Lee, Tongtong Jin, Bryon Aragam

We provide explicit, finite-sample guarantees for learning causal representations from data with a sublinear number of environments. Causal representation learning seeks to provide…