How much of this issue is availability vs just getting them to respond and commit to the meeting?
Of course, it's hard for me to know which meetings they really need to be in and which they accepted just to listen in on, they're red in my calendar regardless. If it's just one I can ask, but if I need more than one it gets quite tedious.