When you want to have Table buttons with icons and without caption, you apply style ‘icon-only’ to buttons mapped to actions of a Table. It is possible in the XML, not from within Studio, not sure why.
It is available from Studio. You can configure style name for Button if you select it in Studio Screen Designer and set stylename property in Properties Panel.
Thanks Yuriy, never mind, my bad.