Last week, Beach House announced they would be releasing their second record this year just a little under two months after dropping Depression Cherry. The dream pop duo made good on their promise and released Thank Your Lucky Stars yesterday. In support of this new release, Beach House also put on a mesmerizing performance of “One Thing” from the new album on The Late Show With Stephen Colbert last night.

Check out their full performance above.