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 & data mining, knowledge representation & reasonings, augmented reality, swarm intelligence, & planning & scheduling.