Alessandro Giacomo Bottero

Information-Theoretic Safe Exploration with Gaussian Processes

We consider a sequential decision making task where we are not allowed to evaluate parameters that violate an a priori unknown (safety) constraint. A common approach is to place a Gaussian process prior on the unknown constraint and allow evaluations only in regions that are safe with high probabili…