Less than three months after being acquired by a major Hollywood talent agency, the UFC is going A-list.

Twenty-three celebrities, including Ben Affleck, Adam Levine and Serena and Venus Williams, are investing in the rapidly expanding sports league, the UFC and its new majority owner WME-IMG said on Thursday.

Bringing on the celebrity investors...