With the tour at an end, the group found themselves relocating to Laurel Canyon, Los Angeles in 2012 with the aim of writing and recording their sophomore release. Working with the likes of Alan Moulder
and Justin Meldal-Johnson, the group released their second album, In Rolling Waves, in September 2013. Buoyed by the singles "Hearts Like Ours," "A Stillness," and "I Kill Giants," the album reached number four in New Zealand and peaked at number 14 on Billboard's U.S. Top Alternative Albums chart.
In 2016, the Naked and Famous returned with their third full-length album, Simple Forms. The album came after an extended hiatus during which time Powers and Xayalith ended their romantic relationship; a painful transition that informed the recording of the album. Produced at Powers' home in Echo Park in Los Angeles, Simple Forms featured the single "Higher." ~ Matt Collar