Unemployment Assistance Act of 2011 - Amends the Internal Revenue Code to exclude from gross income amounts distributed from tax-exempt retirement plans, health savings accounts, Roth individual retirement accounts (IRAs), and qualified tuition programs to pay for certain living, health care and education or job training expenses of a taxpayer during a period of unemployment not exceeding two years.