I used to play small downloaded flash and DOS games at my highschool. Just unplugged the network cable and they couldn't see what I was doing. They could see that a computer was no longer on the network, but they had more important things to monitor. After all, the network cable could have accidentally been pulled without knowing, right?
The college I attend is much better, so no need for that nonsense.