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What separation? Just one day after announcing their split after three years of marriage, Miranda Kerr and Orlando Bloom stepped out together looking smitten with each other. The pair were photographed arm in arm for a leisurely stroll with their son Flynn, 2, in New York City on Saturday. The two parents took Flynn to lunch at Amaranth.

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Looking quite chummy, the former Victoria's Secret model, 30, held on to Bloom's arm during the outing. (Bloom looked to be wearing the same shirt, jacket, hat and scarves as the night before.) The two smiled on as Kerr held on to their adorable son -- who just so happened to be sucking on a red icicle pop!

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One night earlier, both Kerr and the "Pirates of the Caribbean" actor were spotted heading into their shared NYC apartment separately. The brunette beauty entered the building just five minutes before Bloom, 36, arrived.

Kerr and Bloom married in July 2010 after three years of dating. They welcomed baby boy Flynn in January 2011.

PHOTOS: Flynn's cutest moments

"In a joint statement, Orlando Bloom and Miranda Kerr have announced that they have been amicably separated for the past few months," a rep for Bloom said of the friendly exes to Us on Oct. 25. "Despite this being the end of their marriage they love, support, and respect each other as both parents of their son and as family."

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