Suppose algorithm $A$ is known to converge to the global maximum from any feasible point.
I believe it is the case that if I augment $A$ with a monotonically increasing step $B$, then the new algorithm $A'$ is guaranteed to converge to the global max as well.
Is this the case? If so, is there a reference I can cite?