The attack happened last Tuesday morning in Inwood Hill Park near West 218th Street.
Police say the suspect grabbed the 23-year-old victim from behind, fondled her and ran away.
He is described as Hispanic, 25 to 35 years old, 5'8" tall, with long brown hair worn in a pony tail.