Robustness Guarantees for Credal Bayesian Networks via Constraint Relaxation over Probabilistic Circuits

Hjalmar Wijk, Benjie Wang, Marta Kwiatkowska

In many domains, worst-case guarantees on the performance (e.g., prediction accuracy) of a decision function subject to distributional shifts and uncertainty about the environment…