The 37-year-old Spanish actress reportedly gave birth to twin boys at the Cedars Sinai Medical Center in West Hollywood, Calif.
The Thor star and Pataky married in 2010. The couple welcomed their first child, a daughter named India Rose, in May 2012.
Notable deaths of 2014 [PHOTOS]
Mindy Kaling mistaken for Malala Yousafzai