Does a person with J-1 status have to pay U.S. taxes?
In some cases. However, some countries have treaties that result in temporary exemption from taxes. Your length of time in the United States (physical presence) could also result in temporary exemption from taxes. The ORISE offer letter to a potential foreign national participant includes a copy of the Internal Revenue Service Publication 519, U.S. Tax Guide for Aliens.