The 29-year-old singer shared a black and white picture of her and Walsh locking lips.
"Date night with J," the "Lizzie McGuire" alum wrote in the caption alongside a red heart emoji.
Duff and Walsh have been linked to each other for months. Last year, they were seen getting flirty at the opening of Walsh's gym, Rise Nation, in West Hollywood. Back in March, they reunited for a dinner at Hollywood hot spot Petit Trois.
The two fueled dating rumors after they were photographed holding hands while taking a stroll around the SoHo neighborhood of NYC last month.
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