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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/" } ] }