Avinoff was born in Tulchyn, Podolia Governorate, now Ukraine, to a wealthy Russian family with ties to nobility who served a diplomatic role in the Nicholas II of Russia's court.
In 1927 he was awarded an honorary Doctorate of Science from the University of Pittsburgh.