Prince Jackson is stepping up his game -- after first being seen with his new Kuwaiti princess girlfriend out for a daytime bowling date, he then graduated to a Hollywood dinner date ... and now he's graduated to the Rolling Stones concert last night at Staples Center.

The girl is his, indeed.