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{
    "pk": 49400,
    "title": "Dimensions of Vulnerability in Visual Working Memory: An AI-Driven Approach to Perceptual Comparison",
    "subtitle": null,
    "abstract": "Human memory exhibits vulnerability in cognitive tasks; comparing visual working memory with new perceptual input can cause unintended distortions. Prior studies report systematic memory distortions post-comparison, but understanding their impact on real-world objects and identifying contributing visual features remains challenging. We propose an AI-driven framework generating naturalistic stimuli based on behavioral object dimensions to elicit similarity-induced memory biases. Using two stimuli types—image wheels (dimension-edited) and dimension wheels (activation-based)—we conducted three visual working memory experiments under conditions: no perceptual comparison, image wheel comparison, and dimension wheel comparison. Results show that both similar images and dimensions induce memory distortions. Visual dimensions (e.g., shape/texture) are more distortion-prone than semantic ones (e.g., category), indicating that naturalistic stimuli's object dimensions critically influence memory vulnerability.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Artificial Intelligence; Cognitive Neuroscience; Psychology; Memory; Perception"
        }
    ],
    "section": "Papers with Poster Presentation",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/9c35z6sn",
    "frozenauthors": [
        {
            "first_name": "Yuang",
            "middle_name": "",
            "last_name": "Cao",
            "name_suffix": "",
            "institution": "Southern University of Science and Technology",
            "department": ""
        },
        {
            "first_name": "Jiachen",
            "middle_name": "",
            "last_name": "Zou",
            "name_suffix": "",
            "institution": "Southern University of Science and Technology",
            "department": ""
        },
        {
            "first_name": "Chen",
            "middle_name": "",
            "last_name": "Wei",
            "name_suffix": "",
            "institution": "Southern University of Science and Technology",
            "department": ""
        },
        {
            "first_name": "Quanying",
            "middle_name": "",
            "last_name": "Liu",
            "name_suffix": "",
            "institution": "Southern University of Science and Technology",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2025-01-01T11:00:00-07:00",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/49400/galley/37362/download/"
        }
    ]
}