The couple brought their daughter Jane along for the Bora Bora trip

Credit: David Livingston/Getty Images; Anthony Harvey/Getty

Jennifer Aniston and Justin Theroux’s honeymoon just got a bit more star power.

Late-night host Jimmy Kimmel, wife Molly McNearney and daughter Jane headed to the Four Seasons inBora Bora this weekend to help the couple celebrate their nuptials.

Kimmel, 47, and McNearney joined Jason Bateman on the trip.

Bateman, 46, also brought his family along on the trip.

Jennifer Aniston and Justin Theroux Are Married!

Aniston, 46, and Theroux, 44 – who wed in a top-secret ceremony Wednesday – headed to the honeymoon out of Los Angeles, flying on a private plane, and invited along some friends to keep the party going, a source previously told PEOPLE.

Kimmel and his wife also helped Aniston and Theroux ring in the New Year this January in Cabo San Lucas, Mexico.

Of course, this isn’t the first time the couple has celebrated in Bora Bora: In 2014 they celebrated both Theroux’s birthday and their two-year engagement anniversary on the Tahitian island.

Theroux’s birthday was also the cover story for this week’s ceremony, a source previously told PEOPLE.

“Jen and Justin wanted to surprise guests and guests were certainly surprised.”