Excursion Search for Constrained Bayesian Optimization under a Limited Budget of Failures

Alonso Marco, Alexander von Rohr, Dominik Baumann +2

When learning to ride a bike, a child falls down a number of times before achieving the first success. As falling down usually has only mild consequences, it can be seen as a toler…