The attack was reported at midnight in the 2200 block of 18th Street, according to police.
Police said a 36-year-old woman was walking down the street when a male approached her from behind, stabbed her in the neck with a knife, and took her purse. He then fled.
The woman was hospitalized with injuries that were considered life-threatening, police said.
No arrest has been made in the case.