Besides being very lucky, I did it while dragging from the intersection of the Rulers while holding down the Cmd (Ctrl on Windows) key. This creates a horizontal and vertical guide at the same time. With a single guide, I could not get it to work.
It is faster and easier to drag a rectangle that has the same size as the artboard and drag the guides to the center.
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