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An opening for a full-time Postdoctoral Researcher in Reinforcement Learning has arisen in the Department of Computer Science. The aim of this project is to develop a new class of reinforcement learning and sample-based decision-theoretic planning methods that overcome fundamental obstacles to the efficient optimisation of control policies for autonomous agents.