Safe Bayesian optimization across noise models via scenario programming

Abdullah Tokmak, Thomas B. Schön, Dominik Baumann

Safe Bayesian optimization (BO) with Gaussian processes is an effective tool for tuning control policies in safety-critical real-world systems, specifically due to its sample effic…