Graph-Informed Adversarial Modeling: Infimal Subadditivity of Interpolative Divergences

Panagiota Birmpa, Eric Joseph Hall

We study adversarial learning when the target distribution factorizes according to a known Bayesian network. For interpolative divergences, including $(f,\hat{I}“)$-divergences, we prove…