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The central problems (or goals) of Artificial Intelligence research include reasoning, knowledge, planning, learning, communication, and perception.
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Source of seminal papers in robotics
Nathan Ratliff has documented some very nice papers in Control Theory and Motion Optimization. You can access them here and here, resp.
Particularly related to decision making problems, you might wa …