The couple were married in October 1995 and have two sons, ages 14 and 11. Caan is seeking joint custody of the boys.
Caan, who earned an Academy Award nomination for his role as Sonny Corleone in "The Godfather," has starred in numerous movies and television series.
He cited irreconcilable differences for the split.