The family was photographed during a family day out in New York City on Saturday and again on Monday. The couple dined at Amaranth and even linked arms during the outing. At one point, Bloom, 36, gave his estranged wife, 30, a kiss on the cheek.
On Monday, the trio took a walk together. Flynn held on to a Halloween bucket while his parents looked relaxed in casual clothes.
The pair confirmed last week that they were ending their three-year marriage. A rep issued a statement saying in part: "Despite this being the end of their marriage, they love, support and respect each other as both parents of their son and as family."
Meanwhile, rumors have surfaced that Kerr's infatuation with Justin Bieber, 19, led to the split. According to the dailymail.co.uk., the Victoria's Secret model is a big fan of the pop star, and they hung out at a party together in the Big Apple nearly a year ago. She also taught her son the phrase "Bieber Fever," which Bloom wasn't entirely pleased with.