The groups will join previously announced performers Lady Gaga, Bruno Mars and American Music Award of Merit honouree Sting, according to The Hollywood Reporter.
This will be Twenty One Pilots' debut performance at the event, whereas Green Day have already performed at the AMAs in 2009.
Drake leads with 13 nominations for the annual show, while Rihanna has seven and Adele and Justin Bieber each have five.
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