Federal Judicial Fairness Act of 2011 - Repeals the requirement limiting salary increases for federal judges or Supreme Court justices to those specifically authorized by Act of Congress.
Amends the federal judicial code to apply the same automatic annual cost-of-living adjustment to judicial salaries as takes effect under the General Schedule for civilian federal employees.