Food Assistance to Improve Reintegration Act of 2011 - Amends the Personal Responsibility and Work Opportunity Reconciliation Act of 1996 to repeal the denial of Supplemental Nutrition Assistance Program (SNAP, formerly food stamps) eligibility for a person convicted of a felony which has as an element the possession, use, or distribution of a controlled substance.