Academy of Fine Arts Vienna
Horvat was born to Dragutin and Marija Horvat in Čakovec. He attended elementary school in Čakovec, and grade school in Nagykanizsa and Pest. He then attended the Academy of Fine Arts Vienna from 1917 to 1923.