David Duchovny and Tea Leoni are back together just weeks after announcing their separation, RadarOnline.com is exclusively reporting.

The on-again-off-again pair was spotted driving together near their home in Malibu on Sunday.

PHOTOS: David Duchovny's Courtside Antics

Californication star David and Tea announced their most recent split on June 29.

The actors wed in 1997 and separated for the first time in 2008.  That's when David issued the stunning statement, "I have voluntarily entered a facility for the treatment of sex addiction."

EXCLUSIVE PHOTOS: David Duchovny & Tea Leoni's Romantic Caribbean Getaway

They reconciled in 2008 and renewed their vows in 2009.

No reason was given for their latest split last month, but it appears they may be trying to reconcile one more time.

RELATED STORIES:

Life's A Beach For David Duchovny and Tea Leoni

David Duchovny & Tea Leoni Take their Family to Amish Country

PHOTOS: Couples We’d Like To See!