"Fascinating Rhythm" inspired the riff to the 1974 Deep Purple song "Burn".The 1926 Astaire/Gershwin version and a 1938 version by Hawaiian steel guitarist Sol Hoʻopiʻi have both been added to the Library of Congress's National Recording Registry of "culturally, historically, or aesthetically important" American sound recordings.