GSE Mission Improvement Act of 2011 - Amends the Federal Housing Enterprises Financial Safety and Soundness Act of 1992 to repeal goals for housing, single-family housing, multifamily special affordable housing, discretionary adjustment of housing goals, the duty to serve underserved markets and other requirements, and the monitoring and enforcement of compliance with housing goals.