Yesterday (Oct. 16), Beach House ushered in Thank Your Lucky Stars, their second album of the year. That night, they were the musical guests on the Late Show With Stephen Colbert.

The dream-pop duo treated Colbert’s studio audience to “One Thing,” one of the three songs the band streamed on their website ahead of Thank Your Lucky Stars’ arrival. Check out the performance in the video above.

Thank Your Lucky Stars follows Depression Cherry, which landed in August. The new LP is available for streaming on Spotify. You can grab a digital download on iTunes or pick it up on vinyl at the band’s website. A CD edition is due out Oct. 30.

Beach House’s tour takes them to the states in December when they’ll play several dates in California, including stops in Santa Ana, L.A. and San Francisco. Get more details and ticket information at this location.