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Patrick Dempsey and Estranged Wife Jillian Are 'Working on Their Relationship' Nearly 11 Months After Filing for Divorce

updated 11/14/2015 AT 12:30 PM EST

originally published 11/10/2015 AT 08:30 AM EST

It's not over 'til it's over.

Patrick Dempsey and his estranged wife Jillian are "working on their relationship" nearly 11 months after filing for divorce, a source tells PEOPLE.

Patrick Dempsey and Estranged Wife Jillian Are 'Working on Their Relationship' Nearly 11 Months After Filing for Divorce| Breakups, Divorced, Patrick Dempsey

Jillian and Patrick Dempsey

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The pair were spotted out together in Paris over the weekend, holding hands as they strolled the Saint-Germain-des-Prés neighborhood. Jillian is traveling around Europe as Jennifer Lawrence's makeup artist for the Hunger Games: Mockingjay – Part 2 premieres.

The couple, who share three children – Tallula, 13, and twins Sullivan and Darby, 8 – announced their split in January.



Jillian and Patrick, 49, were married for 15 years before their early 2015 split.

"[The split] was a long time coming," a source close to the couple told PEOPLE at the time. "They were never going to make it work, but they tried." Adds a family source, "They have had disagreements for a long time."

Then, in April, shortly after the onscreen death of his longtime Grey's Anatomy character, the couple prepared to list their $14.5 million Frank Gehry-designed Malibu estate for sale.
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