Tony Winst, 46, of Cresskill, has pleaded guilty to robbing a PNC Bank on Route 46 in Mountain Lakes.
Winst handed a note to the teller claiming it was a robbery and that he had a weapon.
He escaped with a bag of cash but was arrested weeks later in New York.
Sentencing is scheduled for April, with Winst facing up to 20 years in prison.