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{
    "pk": 21318,
    "title": "In-context learning in natural and artificial intelligence",
    "subtitle": null,
    "abstract": "In-context learning refers to the ability of a neural network to learn from information presented in its context. While traditional learning in neural networks requires adjusting network weights for every new task, in-context learning operates purely by updating internal activations without needing any updates to network weights. The emergence of this ability in large language models has led to a paradigm shift in machine learning and has forced researchers to reconceptualize how they think about learning in neural networks. Looking beyond language models, we can find in-context learning in many computational models relevant to cognitive science, including those that emerge from meta-learning.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Artificial Intelligence; Cognitive Neuroscience; Computer Science; Linguistics; Psychology; Machine learning; Computational Modeling; Large Language Models; Neural Networks"
        }
    ],
    "section": "Workshops",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/4mz2d084",
    "frozenauthors": [
        {
            "first_name": "Akshay Kumar",
            "middle_name": "",
            "last_name": "Jagadish",
            "name_suffix": "",
            "institution": "Helmholtz Munich",
            "department": ""
        },
        {
            "first_name": "Ishita",
            "middle_name": "",
            "last_name": "Dasgupta",
            "name_suffix": "",
            "institution": "Google DeepMind",
            "department": ""
        },
        {
            "first_name": "Jacques",
            "middle_name": "",
            "last_name": "Pesnot Lerousseau",
            "name_suffix": "",
            "institution": "Institut for Communication, Language and the Brain",
            "department": ""
        },
        {
            "first_name": "Marcel",
            "middle_name": "",
            "last_name": "Binz",
            "name_suffix": "",
            "institution": "Helmholtz Munich",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2024-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
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            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/21318/galley/10917/download/"
        },
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/21318/galley/15682/download/"
        },
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/21318/galley/21263/download/"
        }
    ]
}