Well, I tend not to add anything that doesn't aid the user. So, if a button might help give some context, I might add it. But if there's many buttons on the page, then I might not use icons or it may overwhelm the overall perception of the page. 

In the example above, it might help to add an icon to the middle button just to make it stand out a tiny bit more. Might look better too.