Causal Discovery in Heterogeneous Environments Under the Sparse Mechanism Shift Hypothesis

Ronan Perry, Julius von Kügelgen, Bernhard Schölkopf

Machine learning approaches commonly rely on the assumption of independent and identically distributed (i.i.d.) data. In reality, however, this assumption is almost always violated…