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Will Kopelman, Justin Theroux, Drew Barrymore, Jennifer Aniston

Charley Gallay/Getty Images

Does Jennifer Aniston have baby on the brain?!

While other stars were out donning costumes, the recently engaged We're The Millers actress, along with her fiancé Justin Theroux, attended the LACMA 2012 Art + Film Gala Honoring Ed Ruscha and Stanley Kubrick last night in Los Angeles along with pals and new parents Drew Barrymore and Will Kopelman.

Clad in a black silk, and rather revealing, Tom Ford dress, Jennifer gathered around Drew, who made her first post-baby carpet appearance, and gushed over baby pictures of Drew's daughter Olive.

Swoon much?!

A fellow partygoer shares with E! News Jen and Justin were then "lovey dovey" throughout the night. 

We can't wait until Jen and Justin have one of their own!

Pals like Cameron Diaz and Salma Hayek were also in attendance—oh, and of course, Jen's giant ring

—Additional reporting by Marc Malkin