Finally, the results show that the choice of the acquisition function does not significantly affect BO's outcome (Fig. and). This is also in line with a previous benchmark study , applied in the context of free energy calculations, showing that a simple greedy approach can be as effective as other acquisition functions accounting for uncertainties, and the size of the batch was one of the most determinant factors in BO performance, as seen earlier.