Garner gave birth to a baby boy in Santa Monica. No other details have been made public.
The latest addition to their family joins sisters Violet, 6, and Serafina, 3. Garner and Affleck, both 39, have been married for seven years.
A rep for the actress did not immediately respond to TVGuide.com's request for comment.