Unlike prior work on disentanglement and independent component analysis, we allow for both nontrivial statistical and causal dependencies in the latent space.

To achieve this, DG is commonly formulated as an average-or worst-case problem over the set of possible domains.

The issue is that structured objects must satisfy hard requirements (e.g., molecules must be chemically valid) that are difficult to acquire