The CDC strongly encourages people who have an infectious disease, such as COVID-19, to stay home as a measure to prevent the spread of such disease. If you do not receive sick leave or paid leave, absent state or municipal requirements that require paid leave or new legislation at the federal level, your employer isn't required to pay you if you don't do the job you're hired for.