In a medium saucepan, combine sugar, cocoa, butter, and milk. Bring to a boil over medium heat, stirring constantly, and boil for 1 minute.

Remove from heat and stir in oats, peanut butter, and vanilla until well combined.

Drop spoonfuls of the mixture onto wax paper and let cool until set, about 30 minutes.