Olivia Wilde and Harry Styles stir up a crowd of fans as they leave Italian restaurant in NYC

Olivia Wilde, 38, and Harry Styles, 28, packed on the PDA on Thursday as they enjoyed a romantic dinner date in the evening and shared a kiss at the gym in the morning. Sweet: Olivia Wilde, 38, and Harry Styles, 28, packed on the PDA on Thursday as they enjoyed a romantic dinner date in the evening and shared a kiss at the gym in the morning Pucker up: While the couple are not known for their public displays of affection, they couldn't resist puckering up while leaving the gym in the day Wilde is currently in the midst of an ugly custody battle with her ex Jason Sudeikis, yet she seemed in good spirits as she enjoyed her night out with Styles - who is gearing up for his 15-date residency at Madison Square Garden lasting from August 20 – September 21. Dinner date: Olivia and Harry couldn't get enough of each other when they dined out Grand entrance: The loved-up couple arrived together at the restaurant via an SUV, and they sported black exam-style masks as the entered the building On the go: Harry and Olivia had been spotted multiple times around Manhattan earlier in the day Styles opted for a brighter, more flamboyant outfit for the evening. Tasty: The couple were seen leaving the popular Italian restaurant Rubirosa Casual: Her look married a boho-chic skirt with sporty trainers The Dunkirk actor contrasted the shirt with more reserved brown striped trousers, along with brilliant white sneakers. Low key: She had on a ribbed navy blue blouse, which she wore tucked in a long white skirt that was decorated with pale blue floral designs As they prepared to make their way through the mass of fans, Styles sweetly turned to Wilde and held out his hand to lead her through the crowd to their awaiting vehicle.