The trio popped the champagne, and the couple got affectionate during the big night out, reported Us magazine.
The couple took plenty of selfies together and Corey at one point gave her a kiss on the cheek.
The Kardashian matriarch arrived in a knee-length sequin dress for the bash, and thanked the crowd for attending.