Ronan Perry

Causal Discovery in Heterogeneous Environments Under the Sparse Mechanism Shift Hypothesis

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 due to distribution shifts between environments. Although valuable learning signals can be provided by heterogeneous da…