The twins' birthday celebration also comes weeks following the news that Diddy quietly welcomed his sixth child in October.
Last July, the 15-year-olds made the runway debut with their sister, Chance, 16, at the Dolce & Gabbana 2021 Alta Moda show in Venice, Italy.