Place sugar, butter, and milk in a medium saucepan. Bring to a rolling boil over medium-low heat; boil for one minute, stirring constantly.

Remove from heat and mix in oats, cocoa powder, and vanilla. Drop by teaspoonfuls onto waxed paper. Let cool until hardened.