The 30-year-old rapper further fueled the speculation by sharing the picture of himself along with the "Blank Space" hitmaker on Instagram.
The picture shows Drake standing next to Swift, 26, who's wearing a black crop top and skirt. "Is that velvet?" the caption reads, referring to the rapper's blazer.
A slew of stars showed up to celebrate Drake's birthday on October 23 at Delilah in West Hollywood, including Swift's frenemy Katy Perry and John Mayer, who dated both songstresses in the past.
Other guests at the party included Jamie Foxx, French Montana, Shay Mitchell, Zoe Kravitz, and Drake's dad, Dennis Graham. Rihanna, who reportedly split from Drake just weeks before his birthday, was noticeably absent from the event.
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