Article Instance

HTTP 200 OK
Allow: GET
Content-Type: application/json
Vary: Accept

{
    "pk": 49620,
    "title": "Modeling Human Sequential Decision-Making in the Tower of London: Incorporating Individual Differences and Timing-Based Replanning Inference",
    "subtitle": null,
    "abstract": "Modeling human sequential decision-making behavior presents a significant challenge for researchers in artificial intelligence, robotics, and cognitive science. In this paper, we introduce a human behavior model designed to predict actions in the Tower of London task, addressing two critical aspects that have been largely overlooked in existing methodologies. First, we propose a profile-based action prediction framework that extracts user and task profiles from historical data, enhancing action prediction in novel scenarios. Second, we introduce a replanning detection component that leverages thinking time as an indicator of planning processes in the human mind, enabling a more precise representation of cognitive dynamics. Our evaluations demonstrate the effectiveness of the proposed model, achieving superior performance in behavior prediction within the Tower of London task. This work lays the foundation for more robust human behavior modeling in sequential decision-making environments.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Artificial Intelligence; Problem Solving; Bayesian modeling; Quantitative Behavior; Symbolic computational modeling"
        }
    ],
    "section": "Papers with Poster Presentation",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/870698q2",
    "frozenauthors": [
        {
            "first_name": "Chenyuan",
            "middle_name": "",
            "last_name": "Zhang",
            "name_suffix": "",
            "institution": "Monash University",
            "department": ""
        },
        {
            "first_name": "Yuansan",
            "middle_name": "",
            "last_name": "Liu",
            "name_suffix": "",
            "institution": "The University of Melbourne",
            "department": ""
        },
        {
            "first_name": "Dana",
            "middle_name": "",
            "last_name": "Kulic",
            "name_suffix": "",
            "institution": "Monash University",
            "department": ""
        },
        {
            "first_name": "Pamela",
            "middle_name": "",
            "last_name": "Carreno-Medrano",
            "name_suffix": "",
            "institution": "Monash University",
            "department": ""
        },
        {
            "first_name": "Michael",
            "middle_name": "",
            "last_name": "Burke",
            "name_suffix": "",
            "institution": "Monash University",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2025-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/49620/galley/37582/download/"
        }
    ]
}