Students should first and foremost bring themselves. A tired student is more likely to have trouble during the lesson. A cold glass of water or mint gum tends to help this problem. Homework or classwork is a great way to let me know what they're working on and how they are being taught the material. Other that, there are a few things that I always recommend!
-Paper/notebook to write on
-Headphones for online students