Restoring Rural Residencies Act of 2017 This bill amends title XVIII (Medicare) of the Social Security Act to require the Centers for Medicare & Medicaid Services to reimburse medical residency training programs under Medicare for certain graduate medical education costs associated with resident time spent in rural community hospitals known as "critical access hospitals."