The aim of the ABO 2011 special session is to bring together researchers working on methods and applications concerned with designing and using the multi-agent systems with a view to obtain solutions to optimization problems as well as to discuss these issues and to present current research results. Topics of submitted papers should focus on solutions where the multi-agent paradigm is used to enhance or replace traditional approaches to solving difficult optimization problems.