Joel Madden and Nicole Richie took a night off of baby duty with Harlow to celebrate the release of Good Charlotte's "Greatest Remixes" album with a party at Ecco Ultra Lounge in L.A., hosted by Venom Energy.

The couple partied at the bash with Madden's twin Benji, who recently split with Paris Hilton.