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The AAAI Conference on Artificial Intelligence has promoted theoretical and applied AI research as well as intellectual interchange among researchers and practitioners. As can be seen in these proceedings, AI's scope and influence continue to grow. The technical papers presented at this conference feature substantial, original research and practices. Volume two of the proceedings features papers grouped into the following categories: heuristic search and optimization, human-computation and crowd sourcing, humans and AI, knowledge representation and reasoning, and machine learning applications.