A random search sequentially chooses a COF at random (without replacement) for a highfidelity simulation of Xe/Kr adsorption. We conduct 1000 random searches and show the mean and two standard deviations of the search efficiency curves in Fig. . MFBO recovers the optimal COF x with much less accumulated runtime compared to a typical random search.