The couple, who began dating on and off in 1989 and were married in 2003, separated in October of this year.
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Crowe tweeted this week that he had plans to get back with Spencer, writing: "As soon as I finish this job & can get home, my priority is to try to bring my family back together."
The Daily Telegraph now reports that the 48-year-old actor was spotted this month with his estranged wife and children.
The 48-year-old actor travelled to Sydney, Australia for the premiere of his new film Les Misérables.
He was reportedly spotted visiting Spencer's home ahead of the premiere, holding a plastic bag full of gifts.
Despite the reports, it is unclear whether Spencer and Crowe have indeed reconciled.
Watch a clip of Russell Crowe in Les Misérables below:
