 However, non-binary competitors who were assigned female at birth are generally allowed to compete in female categories if they haven't received hormone therapy. Hiltz won't be the first non-binary athlete to participate in the Olympics. Canadian soccer star Quinn became the first transgender and non-binary athlete to participate in the Olympics back in Tokyo in 2022.