The dinner date marks the third time in a week that Malik and Hadid were seen dining at the popular eatery.
The two first sparked dating rumors when they were seen at the restaurant on Sunday, Nov. 22, after the American Music Awards -- where Hadid was a presenter, and Malik's former bandmates walked away with several of the night's top honors.
The 22-year-old singer and the recent Victoria's Secret Fashion Show runway model were spotted there again on Tuesday, adding fuel to speculation that they were dating.