When optimizing a function over a large parameter space, certain parameter combinations might strongly increase computing time (for example, decreasing tol, or decreasing the amount of regularization).

This could be improved by estimating and accounting for changes in computing time as a function of parameters, and including this as a cost in the acquisition function.