I had the same problem and then realised that some name place holders had a numbered tag on the left or right side. When clicking on the numbered tag the second or third person in the marriage appeared with all their children.
I published a family tree. one person was married more than once but only one marriage showed up in the main screen. I am very new to this. Would you please answer in e mail to firstname.lastname@example.org