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cs.LG2026
Learning Non-Gaussian SEMs with Conditional Risk, and Why the Direction of Recursion Matters
Ujas Shah, Panagiota Birmpa, Rebecca Morrison
Variance-based methods recover a Gaussian linear structural equation model (SEM) with equal or suitably constrained error variances, either by recursively identifying the source no…
stat.ML2026
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 -divergences, we prove…