The actress, who starred in the films Charlie’s Angels and 50 First Dates, among others, has been spotted in the arms of Jonze (Being John Malkovich, Adaptation) several times.
Earlier this year, Barrymore split with her long-time boyfriend, The Strokes drummer Fabrizio Moretti. The star was recently photographed kissing Jonze at the restaurant Ivy at the Shore in Santa Monica.
Jonze is also single. He was married to director Sofia Coppola until 2003.