There's no surprise that new celebrity teen couple Kendall Jenner and Harry Styles has got Hollywood buzzing.

The pair was spotted enjoying a dinner date at Craig's, a high-profile restaurant in West Hollywood, on Wednesday night.

After chopping it up at the trendy eatery, the two tried to remain low-key by exiting out of a back door, however, that didn't stop a hoard of paparazzi from snapping shots while of them while Styles was driving a black Range Rover with Jenner in the passenger seat. [See photos.]

The 19-year-old One Direction singer arrived in Los Angeles Tuesday to promote his group's latest album and to perform on "The X Factor." Styles had only been in the U.S. for a few hours before he took the 18-year-old model out on the town, reports the Mirror.

According to Unreality TV, the Styles and Jenner met at "The X Factor" USA studio as One Direction were recording their performance for tonight's show.

Although Jenner didn't share her date news with her fans on Instagram, she later followed Styles on the social network.

Styles has been romantically linked to Taylor Swift and supermodel Cara Delevingne. Meanwhile, it was reported that Jenner split from her high school sweetheart, Julian Brooks, because she thought he was cheating on her back in September.

Last month, People magazine claimed she had moved on to rapper Young Jinsu, but Jenner denied that those rumors were true.