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{ "pk": 50060, "title": "A Computational Account of Epistemic Vigilance: Learning from Selective Truths through Bayesian Reasoning", "subtitle": null, "abstract": "Strategic actors often manipulate others' beliefs not by lying outright, but through selective truth-telling—also known as lying by omission or paltering—by withholding crucial details while avoiding falsehoods. For example, a pharmaceutical-funded investigator might truthfully report that some patients improved, while omitting that most did not. To guard against such selective disclosures, listeners must engage in epistemic vigilance: critically evaluating information in light of the speaker's potential agenda. In this work, we develop a Bayesian computational model of this process. We present three key findings: (1) credulous listeners who assume informative intent learn quickly in cooperative settings but are highly susceptible to persuasion; (2) vigilant listeners who account for potential bias more accurately recover the underlying true world states, even from purely persuasive speakers—albeit with slower convergence; and (3) this robustness stems from their ability to discount biased framings by reasoning about alternative utterances the speaker could have chosen otherwise.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "Linguistics; Psychology; Language and thought; Reasoning; Social cognition; Theory of Mind; Bayesian modeling; Computational Modeling" } ], "section": "Abstracts with Poster Presentation (accepted as Abstracts)", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/99z8j19z", "frozenauthors": [ { "first_name": "Ke", "middle_name": "", "last_name": "Fang", "name_suffix": "", "institution": "Stanford University", "department": "" }, { "first_name": "Robert", "middle_name": "", "last_name": "Hawkins", "name_suffix": "", "institution": "Stanford University", "department": "" }, { "first_name": "Charley", "middle_name": "M", "last_name": "Wu", "name_suffix": "", "institution": "University of TŸbingen", "department": "" }, { "first_name": "Michael", "middle_name": "", "last_name": "Franke", "name_suffix": "", "institution": "University of TŸbingen", "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/50060/galley/38022/download/" } ] }