The relationship between the Magic Mike star and the Winning Time actress became public two months ago when they appeared together on the red carpet for the first time.
Recently, they confirmed their relationship on Instagram by sharing photos from their Valentine’s Day celebration, including selfies and pictures of gifts.
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Joe, aged 47, and Caitlin, aged 34, were first linked romantically in September after Joe’s split from his wife, SofÃa Vergara, whom he was married to for seven years.
They released a joint statement in July announcing their decision to divorce, citing their mutual love and respect for each other and requesting privacy.
Joe filed for divorce two days later, citing “irreconcilable differences” as the cause of their separation.
In late January, shortly before settling their divorce, Vergara shared more insight into their split.
“My marriage broke up because my husband was younger; he wanted to have kids and I didn’t want to be an old mom,” she told Spanish newspaper El PaÃs. “I feel it’s not fair to the baby. I respect whoever does it, but that’s not for me anymore.“