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Hyperscanning analyses revealed that friend dyads exhibited higher interpersonal neural synchrony (INS) in these regions than stranger dyads. In gain contexts, friend dyads showed enhanced INS in the OFC, whereas in loss contexts, enhanced INS was observed in the DLPFC. Trial-level analysis revealed that the INS during the current trial effectively predicted the successful deception of that trial. We constructed a series of regression models and found that INS provides superior predictive power over single-brain measures. The INS-based support vector regression model achieved an accuracy of 86.66% in predicting deception. This indicates that increased trust at closer social distances reduces vigilance and fosters relationship-oriented social information processing. As the first to identify INS as a neural marker for deception from the detector's perspective, this work advances interpersonal deception theory and offers a neuroscientific basis for credit risk management.<\/jats:p>","DOI":"10.1523\/jneurosci.2129-24.2025","type":"journal-article","created":{"date-parts":[[2025,9,15]],"date-time":"2025-09-15T17:55:11Z","timestamp":1757958911000},"page":"e2129242025","update-policy":"https:\/\/doi.org\/10.1523\/jneurosci.crossmarkpolicy","source":"Crossref","is-referenced-by-count":4,"title":["Forewarned Is Forearmed: The Single- and Dual-Brain Mechanisms in Detectors from Dyads of Varying Social Distance during Deceptive Outcome Evaluation"],"prefix":"10.1523","volume":"45","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-2413-3297","authenticated-orcid":false,"given":"Rui","family":"Huang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaowei","family":"Gao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-2094-8341","authenticated-orcid":false,"given":"Chenyu","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jingyue","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ye","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yifei","family":"Zhong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yunen","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"He","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xing","family":"Wei","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yingjie","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"393","published-online":{"date-parts":[[2025,9,15]]},"reference":[{"key":"2025102907201463000_45.43.e2129242025.1","doi-asserted-by":"publisher","DOI":"10.1093\/cercor\/bhi097"},{"key":"2025102907201463000_45.43.e2129242025.2","doi-asserted-by":"publisher","DOI":"10.1162\/jocn.2007.19.2.287"},{"key":"2025102907201463000_45.43.e2129242025.3","doi-asserted-by":"crossref","first-page":"1778","DOI":"10.1111\/1365-2478.13484","article-title":"Automating hyperparameter optimization in geophysics with Optuna: a comparative study","volume":"72","author":"Almarzooq","year":"2024","journal-title":"Geophys Prospect"},{"key":"2025102907201463000_45.43.e2129242025.4","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2013.07.042"},{"key":"2025102907201463000_45.43.e2129242025.5","doi-asserted-by":"publisher","DOI":"10.1186\/s12888-022-03858-7"},{"key":"2025102907201463000_45.43.e2129242025.6","doi-asserted-by":"publisher","DOI":"10.1111\/j.2517-6161.1995.tb02031.x"},{"key":"2025102907201463000_45.43.e2129242025.7","doi-asserted-by":"publisher","DOI":"10.1088\/1749-4699\/8\/1\/014008"},{"key":"2025102907201463000_45.43.e2129242025.8","doi-asserted-by":"crossref","first-page":"109119","DOI":"10.1016\/j.neuropsychologia.2025.109119","article-title":"Memories or decisions? 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