Wolfson was born to Sarah Savitsky and Max Mendel Wolfson in Astryna (Yiddish: Ostrin), Vilna Governorate (in present-day Shchuchyn district, Grodno Region, Belarus), and in his youth he studied at the Slabodka yeshiva under Rabbi Moshe Mordechai Epstein.