ITALK Integration and Transfer of Action and Language Knowledge in robots
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چکیده
This document sets up a vision and research roadmap for the study of how embodied cognitive agents, such as humanoid robots, can advance our understanding of the cognitive development of complex sensorimotor, linguistic and social learning skills. This in turn will benefit the design of cognitive robots capable of learning to handle and manipulate objects and tools autonomously, to cooperate and communicate with other robots and humans, and to adapt their abilities to changing internal, environmental, and social conditions. Four key areas of research challenges are discussed, specifically for the issues related to the understanding of: (i) how agents learn and represent compositional actions; (ii) how agents learn and represent compositional lexicons; (iii) the dynamics of social interaction and learning; and (iv) how compositional action and language representations are integrated to bootstrap the cognitive system. The review of specific issues and progress in these areas is then translated into a practical roadmap based on a series of milestones. These milestones provide a possible set of cognitive robotics goals and test-scenarios, thus acting as a research roadmap for future work on cognitive developmental robotics. Moreover, the proposal of a set of integrating experimental scenario, within the shorter time scale of the ITALK project, will propose practical experimental settings for the demonstration of some of the key issues in the year 2 and 4 roadmap milestones.
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تاریخ انتشار 2010