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{
    "pk": 28042,
    "title": "DeepColor: Reinforcement Learning optimizes information efficiency andwell-formedness in color name partitioning",
    "subtitle": null,
    "abstract": "As observed in the World Color Survey (WCS), some univer-sal properties can be identified in color naming schemes overa large number of languages. For example, Regier, Kay, andKhetrapal (2007) and Regier, Kemp, and Kay (2015); Gib-son et al. (2017) recently explained these universal patterns interms of near optimal color partitions and information theoreticmeasures of efficiency of communication. Here, we introducea computational learning framework with multi-agent systemstrained by reinforcement learning to investigate these universalproperties. We compare the results with Regier et al. (2007,2015) and show that our model achieves excellent quantitativeagreement. This work introduces a multi-agent reinforcementlearning framework as a powerful and versatile tool to investi-gate such semantic universals in many domains and contributesignificantly to central questions in cognitive science.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "color naming; world color survey; reinforcementlearning"
        }
    ],
    "section": "Publication-based-Talks",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/3p43k82r",
    "frozenauthors": [
        {
            "first_name": "Mikael",
            "middle_name": "",
            "last_name": "Kageback",
            "name_suffix": "",
            "institution": "Chalmers University of Technology",
            "department": ""
        },
        {
            "first_name": "Devdatt",
            "middle_name": "",
            "last_name": "Dubhashi",
            "name_suffix": "",
            "institution": "Chalmers University of Technology",
            "department": ""
        },
        {
            "first_name": "Asad",
            "middle_name": "",
            "last_name": "Sayeed",
            "name_suffix": "",
            "institution": "University of Gothenburg",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2018-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/28042/galley/17681/download/"
        }
    ]
}