Philadelphia Fed President Charles Plosser and Dallas Fed President Richard Fisher criticized Paul's plans in interviews with The Hill. They characterized the proposal as both misguided and politicized.
"Who in their right mind would ask the Congress of the United States—who can't cobble together a fiscal policy—to assume control of monetary policy?" Fisher told the publication.
Read MoreRand Paul airs his grievances