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{
    "pk": 49185,
    "title": "From Minimal Traces to Scenarios of the Past: A Neuro-Computational Model on Regaining Categoricity and Compositionality in Remembering",
    "subtitle": null,
    "abstract": "This paper presents a proof of principle for Trace Minimalism (Werning, 2020), a novel philosophical framework for episodic memory. Trace Minimalism claims that remembering does not involve the storage of representational content but rather the reconstruction of past scenarios through the interaction of minimal traces with semantic information. Minimal traces establish a causal link to prior experiences but lack categorical and compositional content. We provide a neuro-computational model using a vector-quantized autoencoder and a transformer-based semantic completion mechanism. Our findings support the hypothesis that remembering is possible without representational memory traces and that minimal traces, in interaction with semantic information, reliably construct past scenarios. The results offer a compelling alternative to classical representational theories of memory while maintaining causal continuity with past experiences.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [],
    "section": "Papers with Oral Presentation",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/66g451gj",
    "frozenauthors": [
        {
            "first_name": "Francesca",
            "middle_name": "",
            "last_name": "Righetti",
            "name_suffix": "",
            "institution": "Ruhr University Bochum",
            "department": ""
        },
        {
            "first_name": "Zahra",
            "middle_name": "",
            "last_name": "Fayyaz",
            "name_suffix": "",
            "institution": "Institute for neural computation",
            "department": ""
        },
        {
            "first_name": "Laurenz",
            "middle_name": "",
            "last_name": "Wiskott",
            "name_suffix": "",
            "institution": "Ruhr University Bochum",
            "department": ""
        },
        {
            "first_name": "Markus",
            "middle_name": "",
            "last_name": "Werning",
            "name_suffix": "",
            "institution": "Ruhr University Bochum",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2025-01-02T00:00:00+06:00",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/49185/galley/37146/download/"
        },
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/49185/galley/38691/download/"
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    ]
}