Cryptocurrency traders are usually only required to pay taxes on their profits, however it is quite difficult to track how much profit these people are earning, therefore there is a lot of scope for underestimation of tax owed, whether intentional or otherwise. However, a lot of exchange actually report directly to the IRS, so it might not be long until they get an unpleasant surprise.