A sleepover means a night spent by children or young people at a friend's house . A slumber party is a party for teenagers, typically girls, in which all the guests stay the night at the house where the party is held . From Oxford Dictionary

Most of the time a sleepover consists of having one friend who stays overnight. A slumber party consists of two or more friends sleeping over.