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This special issue aims to explore the latest developments in the field of intelligent human-robot interaction (HRI). It covers topics such as actuation, sensing, perception, control, recognition, planning, learning, AI algorithms, intelligent IO, integrated systems, and more. It invites scientists and engineers from robotics, AI, computer science, and other relevant disciplines to present their research and developments in the field of intelligent HRI.