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{
    "pk": 24408,
    "title": "CogSimulator: A Model for Simulating User Cognition & Behavior with Minimal Data for Tailored Cognitive Enhancement",
    "subtitle": null,
    "abstract": "The interplay between cognition and gaming, notably through educational games enhancing cognitive skills, has garnered significant attention in recent years. This research introduces the CogSimulator, a novel algorithm for simulating user cognition in small-group settings with minimal data, as the educational game Wordle exemplifies. The CogSimulator employs Wasserstein-1 distance and coordinates search optimization for hyperparameter tuning, enabling precise few-shot predictions in new game scenarios. Comparative experiments with the Wordle dataset illustrate that our model surpasses most conventional machine learning models in mean Wasserstein-1 distance, mean squared error, and mean accuracy, showcasing its efficacy in cognitive enhancement through tailored game design.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Artificial Intelligence; Education; Group Behaviour; Skill acquisition and learning; Computational Modeling"
        }
    ],
    "section": "Papers with Poster Presentation",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/4tp184s9",
    "frozenauthors": [
        {
            "first_name": "Weizhen",
            "middle_name": "",
            "last_name": "Bian",
            "name_suffix": "",
            "institution": "HKUST",
            "department": ""
        },
        {
            "first_name": "Yubo",
            "middle_name": "",
            "last_name": "Zhou",
            "name_suffix": "",
            "institution": "HKBU",
            "department": ""
        },
        {
            "first_name": "Yuanhang",
            "middle_name": "",
            "last_name": "Luo",
            "name_suffix": "",
            "institution": "PolyU",
            "department": ""
        },
        {
            "first_name": "Ming",
            "middle_name": "",
            "last_name": "Mo",
            "name_suffix": "",
            "institution": "LSE",
            "department": ""
        },
        {
            "first_name": "Siyan",
            "middle_name": "",
            "last_name": "Liu",
            "name_suffix": "",
            "institution": "NUS",
            "department": ""
        },
        {
            "first_name": "Yikai",
            "middle_name": "",
            "last_name": "Gong",
            "name_suffix": "",
            "institution": "HKBU",
            "department": ""
        },
        {
            "first_name": "Ziyuan",
            "middle_name": "",
            "last_name": "Luo",
            "name_suffix": "",
            "institution": "HKBU",
            "department": ""
        },
        {
            "first_name": "Aobo",
            "middle_name": "",
            "last_name": "Wang",
            "name_suffix": "",
            "institution": "NUS",
            "department": ""
        },
        {
            "first_name": "Renjie",
            "middle_name": "",
            "last_name": "Wan",
            "name_suffix": "",
            "institution": "HKBU",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2024-01-01T11:00:00-07:00",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/24408/galley/14005/download/"
        },
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/24408/galley/21017/download/"
        }
    ]
}