Open the hood and lift the arm away from the windshield. Down on the hub end that fits over the splined shaft is a small tab that sticks out one side. Use a screwdriver to pull that tab out (about 1/8"). It locks the wiper blade in the "up" position and then the whole blaed simply pulls off the splined stud.
-Jay