Police say the woman was walking when she was hit in the head from behind.
That man ran off as the woman stumbled and fell partially into the Bronx River.
She was wearing ear buds and believed they were ripped off during the assault.
They were later recovered in the water.
Anyone who witnessed the incident is asked to call police at 914-864-7701.