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{ "pk": 28149, "title": "Coupling Dynamical and Connectionist Models: Representation of SpatialAttention via Learned Deictic Gestures in Human-Robot Interaction", "subtitle": null, "abstract": "A proper representation of space and a joint attention mecha-nism are indispensable for an effective deictic communicationwith embodied agents. Taking inspiration from developmen-tal psychology may help us to tackle computational challengesfor robots. Although some developmental joint attention mod-els for robots have already been proposed, to the best of ourknowledge, there is no such model that can stand for the ef-fects of pointing gestures on covert attention in infants. Thuswe have designed and implemented a developmental roboticsmodel for joint spatial attention combining connectionist anddynamical approaches. The hybrid architecture was struc-tured over two existing computational models: a connectionistmodel of gesture comprehension and a Dynamic Field (DF)model of spatial attention in infants. These models were ex-tended with various perceptual modules and dynamical neu-ral fields, and implemented on the state-of-art iCub humanoidrobot. In this paper, the computational architecture is intro-duced with some preliminary results that show the model’s ca-pability of representing deixis and perceived objects, and theireffects on attention over space and time.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "cognitive modelling; cognitive robotics; artificialneural networks; dynamic field theory; joint attention; pointinggestures; spatial attention; deixis; grounded cognition" } ], "section": "Publication-based-Talks", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/5413h4zr", "frozenauthors": [ { "first_name": "Baris", "middle_name": "", "last_name": "Serhan", "name_suffix": "", "institution": "Plymouth University", "department": "" }, { "first_name": "John", "middle_name": "", "last_name": "Spencer", "name_suffix": "", "institution": "University of East Anglia", "department": "" }, { "first_name": "Angelo", "middle_name": "", "last_name": "Cangelosi", "name_suffix": "", "institution": "Plymouth University", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2018-01-01T13:00:00-05:00", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/28149/galley/17808/download/" } ] }