Constitutes the refereed proceedings of the 34th Annual German Conference on Artificial Intelligence, KI 2011, held in Berlin, Germany, in October 2011. This book contains topical sections on computational learning and data mining, knowledge representation and reasonings, augmented reality, swarm intelligence, and planning and scheduling.