The woman was walking close to the university campus entrance on Upper Redlands Road shortly after midnight when police said she was approached by a "small group of men".
Officers said she was raped in a small wooded area nearby. She later walked away from the scene.
Anyone who saw anything suspicious is asked to contact police.
A group of men are being sought by police after a 19-year-old woman was raped in Reading.