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Harry Styles, Kendall Jenner

kmm-jul-rs-jack/X17online.com

Kendall Jenner and Harry Styles appeared to have a reunion Saturday night, but there was some parental supervision.

The 20-year-old model and 21-year-old One Direction singer, who sparked romance rumors weeks ago, attended a private party held at the Troubadour rock club in West Hollywood. Kendall arrived at the venue with mother Kris Jenner, 60.

Kendall, who had just gotten back from attending Men's Fashion Week in Paris, and Styles, who arrived in Los Angeles earlier this week, were photographed getting cozy on a luxury yacht while vacationing in the Caribbean earlier this month. The two have known each other for years and have not commented on the nature of their relationship.

"Why are they a good match? Well, they're both super hot, super great, sweet people," sister Khloe Kardashian, 31, had told E! News. "Do your thing, girl!"

Kris and boyfriend Corey Gamble also vacationed in the area just after Christmas. They flew back to Los Angeles after her son Rob Kardashian, 28, was hospitalized and diagnosed with diabetes

Kris Jenner

kmm-jul-rs-jack/X17online.com

At the Troubadour, Kendall sported a black crop top and matching cropped skinny pants, paired with strappy sandals and a mauve fur jacket. Styles wore a black button-down shirt, opened to reveal his butterfly tattoo on his chest and cross necklace, paired with matching skinny jeans, camel suede boots and a long, pinstriped jacket. Kris wore a black double-breasted boat over black leggings and matching laced boots.

Kendall and her mother arrived at the club about an hour after the One Direction singer and spent about an hour inside before leaving. Styles left the venue later in the night, E! News has learned.

Watch Keeping Up With the Kardashians on Sunday at 9 p.m. only on E!