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While autonomous robots are finding increasingly widespread application, specifying robot tasks usually requires a high level of expertise.  In this work, the focus is on enabling a broader range of users to direct autonomous robots by designing human-robot interfaces that allow non-expert users to set up complex task specifications. To achieve this, we investigate how user preferences can be learned through human-robot interaction (HRI).