Detectives said the attack happened at around 1 p.m. on Halloween.
A woman was walking by herself on the trail. The suspect came out of the bushes, grabbed her from behind and assaulted her. He then took off on foot into the park.
Anyone with information was urged to call police at (877) LAPD-24-7.