Names of titled contests are set roman without quotation marks:
The American Association for the Advancement of Science announced the tenth annual Dance Your Ph.D. contest.
When the contest takes the form of a generic description, however, lowercase it:
Martha won the school’s pie-baking contest hands down.
Published 6 December 2017