I dont know how much data a router logs, but they might log the mac of all connected devices. so if they see that a specific ip was used in an attack, they simply go to the wifi hot spot and take their router and look up the logs.

even then, going back with a mac address to find the owner would be very difficult. so just buy a cheap laptop at a pawn shop with cash from change and you should be safe.