(Cover) - EN Showbiz - David Duchovny and Tea Leoni have reunited just weeks after announcing their split, according to reports.

The pair, who announced their most recent separation on June 28, were spotted driving together near their Malibu property on Sunday.

According to RadarOnline.com, the on-off couple are reportedly giving their relationship another go, after giving no reason for their most recent split.

The pair have been married for 14 years and their most recent split was the second time they had decided to take time away from their marriage.

The 50-year-old X-Files actor and his 45-year-old wife's marriage has faced a series of problems in recent years.

The Hollywood couple spent time apart in 2008 as David underwent treatment in a US facility for his sex addiction, but reconciled after the actor got his life back on track.

They announced their split publicly in 2008 in an official statement.

"In light of continuous speculation over the lives and marriage of Tea Leoni and David Duchovny, the couple has confirmed that they have in fact been separated for several months," the statement read. "The couple had hoped to keep this separation private for the sake of their children."

They reunited a year later when they were seen together in December 2009.

David and Tea married in 1997. They have a nine-year-old son, Kyd, and 12-year-old daughter, Madelaine, together. (C) Cover Media