Born in Denver Colorado of musical parents, Conte studied piano and choral singing in the Lakewood public schools with B. Neil Davis before attending Bowling Green State University, majoring in composition. After graduation from Bowling Green, where he studied with Wallace DePue, he attended Cornell University, where he studied with Karel Husa and Steven Stucky.