פירוש על קידושין 68:3

Women are obligated to gather at the Temple at the end of the Sabbatical cycle (Deuteronomy 31:11). I might have thought that since they are obligated for this mitzvah, they are also obligated for the pilgrimage, despite its being a positive time-bound commandment. Therefore, the Torah specifically exempts women from the pilgrimage.