On Wednesday night (Nov. 20), Kendall Jenner and Harry Styles stepped out the back of Craig's Restaurant in West Hollywood after enjoying dinner together, the Daily Mail reports, the One Direction and "Keeping Up With the Kardashians" stars caught in a flurry of paparazzi as they got into Styles' Range Rover.

The Mirror reports that Styles had only been in the U.S. for a few hours before taking Jenner out, having arrived in L.A. on Tuesday to promote One Direction's new album, "Midnight Memories," and prepare with his band for a performance on the "The X-Factor." The two reportedly dined near Michael Caine at the star-filled diner, and fans noted that following their evening together, Jenner followed Styles on Instagram.

While Styles has recently been linked with two other young Hollywood stars, Miley Cyrus and his ex-girlfriend Taylor Swift, the 19-year-old bachelor may also still be single. His latest photos with Jenner are similar to the ones taken of him and friend Cara Delevingne last year in his car, as he was romantically linked to the model at the time.

Kendall Jenner split from her high school boyfriend Julian Brooks earlier this year, and last month, People magazine reported that she had moved on with rapper Young Jinsu, the two allegedly having planned to go public after Jennel's 18th birthday on Nov. 3.

"They're dating - it's been at least a few months. They've been getting closer recently, and they've been hanging out all the time," the People source said of Jenner and Young Jinsu at the time. "I'm sure everything they do goes through Kris. It has to be approved or it's pre-planned and well thought out. But I think you'll see a lot more of them soon."

Jenner, however, denied the rumors on Twitter, tweeting: "I'm single, people."

Click here to see photos of Harry Styles and Kendall Jenner after getting dinner together at Craig's in West Hollywood.