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{
    "pk": 24377,
    "title": "Implementing Self Models Through Joint-Embedding Predictive Architecture",
    "subtitle": null,
    "abstract": "Self models contribute to key functional domains of human intelligence that are not yet presented in today's artificial intelligence. One important aspect of human problem-solving involves the use of conceptual self-knowledge to detect self-relevant information presented in the environment, which guides the subsequent retrieval of autobiographical memories that are relevant to the task at hand. This process enables each human to behave self-consistently in our own way across complex situations, manifested as self-interest and trait-like characteristics. In this paper, we outline a computational framework that implements the conceptual aspect of human self models through a modified version of the joint-embedding predictive architecture. We propose that through the incorporation of human-like autobiographical memory retrieval and self-importance evaluation, the modified architecture could support machine agents with significantly enhanced self-consistency, which could be applied to deliver more believable simulations of human behaviors.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Artificial Intelligence; Psychology; Cognitive architectures; Memory; Computational Modeling"
        }
    ],
    "section": "Papers with Poster Presentation",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/8n92h1pt",
    "frozenauthors": [
        {
            "first_name": "Frances",
            "middle_name": "",
            "last_name": "Jiang",
            "name_suffix": "",
            "institution": "University of California, Santa Barbara",
            "department": ""
        },
        {
            "first_name": "Dezhi",
            "middle_name": "",
            "last_name": "Luo",
            "name_suffix": "",
            "institution": "University of Michigan",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2024-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/24377/galley/13974/download/"
        },
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/24377/galley/21257/download/"
        }
    ]
}