Hernandez died at the Queens Medical Center, the celebrity gossip website said.
She was a hula dancer and had immigrated to the United States from the Philippines.
Mars is set to begin a U.S. tour later this month, TMZ said. There was no word on whether the death would affect the concert schedule.
Notable deaths of 2014 [PHOTOS]
Jamie Foxx sued for allegedly stealing new song