The supergroup - who have previously toured - is comprised of Yorke, drummer Joey Waronker, Red Hot Chili Peppers' Flea, Radiohead producer Nigel Godrich and Mauro Refosco.
Following the release of their first single 'Default' in September, Rolling Stone reports that Amok, the band's first album, will be released in early 2013.
In an interview with the magazine, Yorke said of the album: "One of the things we were most excited about was ending up with a record where you weren't quite sure where the human starts and the machine ends."
Godrich added: "They are songs, but you also have to give people something that moves. This is the eternal battle with Thom.
"He's like, 'I really want to make a dance record. But I have to sing on it, or nobody's going to f**king care'... this is his compromise."
Yorke, in response, argued: "The best tunes I dance to always have at least one good vocal idea... there's no such thing, to me, as a good tune with no vocals."
The tracklisting for Amok is:
1. 'Before Your Very Eyes…'
6. 'Stuck Together Pieces'
7. 'Judge, Jury and Executioner'
8. 'Reverse Running'
10. 'a week.'
Listen to the Atoms for Peace track 'Default' below: