It's part of Arctica Greeter, which unfortunately (unlike Mint's Slick Greeter) doesn't have a GUI to make changes. If you follow the directions below, you'll get access to Arctica Greeter's settings. There will be an option there to "play login sound" or something similar, which you can set to FALSE.