Information-TheoreticSafeExplorationwith GaussianProcesses

Acommon approach istoplace aGaussian process prior on the unknown constraint and allowevaluations only inregions that are safe with high probability. Most current methods rely on a discretization of the domain and cannot be directly extended to the continuous case. Moreover, the way in which they exploit regularity assumptions about the constraint introduces an additional critical hyperparameter.