{"id":16,"date":"2020-08-31T03:49:10","date_gmt":"2020-08-31T03:49:10","guid":{"rendered":"https:\/\/mitmgmtfaculty.mit.edu\/rbhui\/research-publications\/"},"modified":"2026-04-17T11:28:46","modified_gmt":"2026-04-17T15:28:46","slug":"publications","status":"publish","type":"page","link":"https:\/\/mitmgmtfaculty.mit.edu\/rbhui\/publications\/","title":{"rendered":"Publications"},"content":{"rendered":"<div id=\"pl-16\"  class=\"panel-layout\" ><div id=\"pg-16-0\"  class=\"panel-grid panel-no-style\" ><div id=\"pgc-16-0-0\"  class=\"panel-grid-cell\" ><div id=\"panel-16-0-0-0\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research panel-first-child\" data-index=\"0\" ><h2 class=\"widget-title\">Preprints<\/h2><div class=\"textwidget\"><p>Ambuehl, S., Bhui, R., and Thysen, H.C. \"Mental models of causal structure in economics and psychology.\u201d <a href=\"https:\/\/arxiv.org\/abs\/2603.29070\">Preprint<\/a><\/p>\n<p>Bhui, R., Dorst, K., FeldmanHall, O., Fleming, S., Gottlieb, J., Hartley, C., Lejarraga, T., M\u00fcller-Trede, J., Radulescu, A., and Rosati, A. \"The roots of rationality.\" <a href=\"https:\/\/osf.io\/preprints\/psyarxiv\/k3etu\">Preprint<\/a><\/p>\n<p>Bhui, R. and Xiang, Y. \"A rational account of the repulsion effect.\u201d <a href=\"https:\/\/psyarxiv.com\/hxjqv\/\">Preprint<\/a><\/p>\n<p><span dir=\"ltr\" role=\"presentation\">Orchinik, R., Martel, C., Rand, D.G., and Bhui, R. \"Adaptive intuitions shape susceptibility to misinformation.<\/span><span dir=\"ltr\" role=\"presentation\">\" (minor revision at <em>Management Science<\/em>) <a href=\"https:\/\/psyarxiv.com\/q7r58\/\">Preprint<\/a><\/span><\/p>\n<p><span dir=\"ltr\" role=\"presentation\">Orchinik, R., Rand, D.G., and Bhui, R. \"<\/span>The not so illusory truth effect: A rational foundation for repetition effects.\" (major revision at <em>Psychological Science<\/em>) <a href=\"https:\/\/osf.io\/preprints\/psyarxiv\/qvwdy\">Preprint<\/a><\/p>\n<p><span dir=\"ltr\" role=\"presentation\">Orchinik, R., Bhui, R., and Rand, D.G. \"<\/span>Repetition does not increase belief in claims from distrusted politicians<span dir=\"ltr\" role=\"presentation\">.\" <a href=\"https:\/\/osf.io\/preprints\/psyarxiv\/y7pn5\">Preprint<\/a><br \/>\n<\/span><\/p>\n<p>Levari, D.E., Martel, C., Orchinik, R., Bhui, R., Seli, P., Pennycook, G., and Rand, D.G. \"Blatantly false news increases belief in news that is merely implausible.\" <a href=\"https:\/\/osf.io\/preprints\/psyarxiv\/cz7vy\">Preprint<\/a><\/p>\n<p>Dorfman, H.M., and Bhui, R. \"Ambiguity and confirmation bias in reward learning.\" (major revision at <em>Cognition<\/em>) <a href=\"https:\/\/osf.io\/preprints\/psyarxiv\/p5ad8\">Preprint<\/a><\/p>\n<p>&nbsp;<\/p>\n<\/div><\/div><div id=\"panel-16-0-0-1\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research\" data-index=\"1\" ><h2 class=\"widget-title\">2025 &#038; in press<\/h2><div class=\"textwidget\"><p><span dir=\"ltr\" role=\"presentation\">Reed Orchinik, Rahul Bhui, and David G. Rand. 2025. \"Replicability and generalizability of the repeated exposure effect on moral condemnation of fake news.\"<\/span> <em><span dir=\"ltr\" role=\"presentation\">Nature Communications<\/span><\/em><span dir=\"ltr\" role=\"presentation\">.\u00a0<a href=\"https:\/\/www.nature.com\/articles\/s41467-025-62462-x\">Publisher's Version<\/a> | <a href=\"https:\/\/www.nature.com\/articles\/s41467-025-62462-x.epdf?sharing_token=RMb_6qcuUwiHbuW6fUhCudRgN0jAjWel9jnR3ZoTv0PHO-9ECyTaSlRAo9EiPo9ZjiVT3sCzDvQrGetFrQ51OUfh-y4r75vc_RLh_yw-VxfVKMcuAFP_krnIN_5Gu9jKexysuNegdWsFKfhJaf2L2QSCWeQL_72ul4hn3DlWILY%3D\">PDF<\/a><\/span><\/p>\n<p>Joshua P. White and Rahul Bhui. in press. Comment: \"Minds, morality, and the Red Hand Rule: Facilitating resource-rational agreement through policy.\" <em>Behavioral and <\/em><em>Brain <\/em><em>Sciences<\/em>.<\/p>\n<p>Lion Schulz, Yannick Streicher, Eric Schulz, Rahul Bhui, and Peter Dayan. 2025. \"Mechanisms of mistrust: A Bayesian account of misinformation learning.\" <em>PLOS Computational Biology.<\/em> <a href=\"https:\/\/journals.plos.org\/ploscompbiol\/article?id=10.1371\/journal.pcbi.1012814\">Publisher's Version<\/a> | <a href=\"https:\/\/journals.plos.org\/ploscompbiol\/article\/file?id=10.1371\/journal.pcbi.1012814&amp;type=printable\">PDF<\/a><\/p>\n<p>Cologna, V., Mede, N. G., Berger, S., Besley, J., Brick, C., Joubert, M., Maibach, E., Mihelj, S., Oreskes, N., Sch\u00e4fer, M. S., van der Linden, S., et al. 2025. \"Trust in scientists and their role in society across 68 countries.\" <em>Nature Human Behaviour.<\/em> <a href=\"https:\/\/www.nature.com\/articles\/s41562-024-02090-5\">Publisher's Version<\/a><\/p>\n<p>Mede, N. G.*, Cologna, V.*, Berger, S., Besley, J., Brick, C., Joubert, M., Maibach, E., Mihelj, S., Oreskes, N., Sch\u00e4fer, M. S., van der Linden, S., et al. 2025. \"Perceptions of science, science communication, and climate change attitudes in 68 countries: The TISP dataset.\" <em>Scientific Data.<\/em> <a href=\"https:\/\/www.nature.com\/articles\/s41597-024-04100-7\">Publisher's Version<\/a><\/p>\n<\/div><\/div><div id=\"panel-16-0-0-2\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research\" data-index=\"2\" ><h2 class=\"widget-title\">2024<\/h2><div class=\"textwidget\"><p>Lion Schulz and Rahul Bhui. 2024. \"Political reinforcement learners.\" <em>Trends in Cognitive Sciences<\/em>. <a href=\"https:\/\/www.cell.com\/trends\/cognitive-sciences\/fulltext\/S1364-6613(23)00287-5\">Publisher's Version<\/a> | <a href=\"https:\/\/www.cell.com\/action\/showPdf?pii=S1364-6613%2823%2900287-5\">PDF<\/a><\/p>\n<p><span dir=\"ltr\" role=\"presentation\">Roey Schurr*, Daniel Reznik*, Hanna Hillman, Rahul Bhui, and Samuel J. Gershman. 2024. \"Dynamic computational phenotyping of human cognition<\/span><span dir=\"ltr\" role=\"presentation\">.\" <em>Nature Human Behaviour<\/em><em>.<\/em> <a href=\"https:\/\/www.nature.com\/articles\/s41562-024-01814-x\">Publisher's Version<\/a> | <a href=\"https:\/\/www.nature.com\/articles\/s41562-024-01814-x.pdf\">PDF<\/a><br \/>\n<\/span><\/p>\n<p>Rachit Dubey, Mathew Hardy, Thomas L. Griffiths*, and Rahul Bhui*. 2024. \"AI-generated visuals of car-free American cities help increase support for sustainable transport policies.\" <em>Nature Sustainability.<\/em> <a href=\"https:\/\/www.nature.com\/articles\/s41893-024-01299-6\">Publisher's Version<\/a> | <a href=\"https:\/\/www.nature.com\/articles\/s41893-024-01277-y\">News &amp; Views<\/a><\/p>\n<p><span dir=\"ltr\" role=\"presentation\">Rahul Bhui and Rachit Dubey. 2024. \"Why context should matter.\" <em>Decision<\/em>. <a href=\"https:\/\/psycnet.apa.org\/record\/2024-73284-001\">Publisher's Version<\/a><br \/>\n<\/span><\/p>\n<p><span dir=\"ltr\" role=\"presentation\">Reed Orchinik, Rachit Dubey, Samuel J. Gershman, Derek Powell, and Rahul Bhui. 2024. \"<\/span><span dir=\"ltr\" role=\"presentation\">Learning from and about scientists: Consensus messaging shapes perceptions of climate change and climate scientists.\" <em>PNAS Nexus.<\/em> <a href=\"https:\/\/psyarxiv.com\/ezua5\/\">Preprint<\/a> | <a href=\"https:\/\/academic.oup.com\/pnasnexus\/article\/3\/11\/pgae485\/7857506\">Publisher's Version<\/a><\/span><\/p>\n<p>Joshua P. White, Rahul Bhui, Fiery Cushman, Josh Tenenbaum, and Sydney Levine. 2024. \u201cMoral flexibility in applying queuing norms can be explained by contractualist principles and game-theoretic considerations.\u201d <em>Proceedings of the 46th Annual Meeting of the Cognitive Science Society.<\/em>\u00a0<a href=\"https:\/\/escholarship.org\/uc\/item\/2rg5p0ng\">Publisher's Version<\/a><\/p>\n<div><\/div>\n<\/div><\/div><div id=\"panel-16-0-0-3\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research\" data-index=\"3\" ><h2 class=\"widget-title\">2023<\/h2><div class=\"textwidget\"><p><span class=\"biblio-authors\">Rahul Bhui and Peiran Jiao<\/span>. 2023. \u201c<span class=\"biblio-title\">Attention constraints and learning in categories.<\/span>\u201d <em>Management Science<\/em>. <a href=\"https:\/\/pubsonline.informs.org\/doi\/full\/10.1287\/mnsc.2023.4803\">Publisher's Version<\/a> |\u00a0<a href=\"https:\/\/pubsonline.informs.org\/doi\/pdf\/10.1287\/mnsc.2023.4803?download=true\">PDF<\/a><\/p>\n<ul>\n<li><strong>Winner of the <a href=\"https:\/\/expfin.org\/awards\/2024-vernon-l-smith-excellence-award\/\">2024 Vernon L. Smith Excellence Award<\/a><\/strong><\/li>\n<\/ul>\n<p><span class=\"biblio-authors\">Reed Orchinik, Rachit Dubey, Samuel J. Gershman, Derek Powell, and Rahul Bhui<\/span>. 2023. \u201c<span class=\"biblio-title\">Learning about scientists from climate consensus messaging.<\/span>\u201d <em>Proceedings of the 45th Annual Meeting of the Cognitive Science Society. <\/em><a href=\"https:\/\/escholarship.org\/uc\/item\/0x36617d\">Publisher's Version<\/a><\/p>\n<p>Michael Hattersley, Reed Orchinik, Elliot Ludvig, and Rahul Bhui. 2023. \u201cPreferences for descriptiveness and co-explanation in complex explanations.\u201d <em>Proceedings of the 45th Annual Meeting of the Cognitive Science Society.<\/em>\u00a0<a href=\"https:\/\/escholarship.org\/uc\/item\/08m8d3cg\">Publisher's Version<\/a><em><br \/>\n<\/em><\/p>\n<\/div><\/div><div id=\"panel-16-0-0-4\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research\" data-index=\"4\" ><h2 class=\"widget-title\">2022<\/h2><div class=\"textwidget\"><p><span class=\"biblio-authors\">Rahul Bhui<\/span>. 2022. \u201c<span class=\"biblio-title\">Order effects in choice are selectively modulated by cognitive load.<\/span>\u201d <em>Proceedings of the 44th Annual Meeting of the Cognitive Science Society<\/em>. <a href=\"https:\/\/escholarship.org\/uc\/item\/64c3x0n1\">Publisher's Version<\/a><\/p>\n<p><span class=\"biblio-authors\">Feng Xia, Ardavan S. Nobandegani, Thomas R. Schultz, and Rahul Bhui<\/span>. 2022. \u201c<span class=\"biblio-title\">A resource-rational process-level account of violation of stochastic dominance.<\/span>\u201d <em>Proceedings of the 44th Annual Meeting of the Cognitive Science Society<\/em>. <a href=\"https:\/\/escholarship.org\/uc\/item\/3m20292x\">Publisher's Version<\/a><\/p>\n<\/div><\/div><div id=\"panel-16-0-0-5\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research\" data-index=\"5\" ><h2 class=\"widget-title\">2021<\/h2><div class=\"textwidget\"><p><span class=\"biblio-authors\">Rahul Bhui, Lucy Lai, and Samuel J. Gershman<\/span>. 2021. \u201c<span class=\"biblio-title\">Resource-rational decision making<\/span>.\u201d <em>Current Opinion in Behavioral Sciences<\/em>, <em>41, <\/em>Pp. 15\u201321. <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2352154621000371\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a><\/p>\n<\/div><\/div><div id=\"panel-16-0-0-6\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research\" data-index=\"6\" ><h2 class=\"widget-title\">2020<\/h2><div class=\"textwidget\"><p><span class=\"biblio-authors\">Rahul Bhui and Samuel J. Gershman<\/span>. 2020. \u201c<span class=\"biblio-title\">Paradoxical effects of persuasive messages<\/span>.\u201d <em>Decision<\/em>, <em>7, <\/em>4, Pp. 239\u2013258. <a href=\"https:\/\/doi.org\/10.1037\/dec0000123\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a><\/p>\n<p><span class=\"biblio-authors\">Samuel J. Gershman and Rahul Bhui<\/span>. 2020. \u201c<span class=\"biblio-title\">Rationally inattentive intertemporal choice<\/span>.\u201d <em>Nature Communications<\/em>, 11, 3365, Pp. 1-8. <a href=\"https:\/\/www.nature.com\/articles\/s41467-020-16852-y.pdf\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a><\/p>\n<\/div><\/div><div id=\"panel-16-0-0-7\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research\" data-index=\"7\" ><h2 class=\"widget-title\">2019<\/h2><div class=\"textwidget\"><p><span class=\"biblio-authors\">Rahul Bhui, Maciej Chudek, and Joseph Henrich<\/span>. 2019. \u201c<span class=\"biblio-title\">Work time and market integration in the original affluent society<\/span>.\u201d <em>Proceedings of the National Academy of Sciences<\/em>, 116, 44, Pp. 22100-22105.\u00a0<a href=\"https:\/\/doi.org\/10.1073\/pnas.1906196116\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a>\u00a0 |\u00a0 <a href=\"https:\/\/www.pnas.org\/content\/pnas\/116\/44\/22100.full.pdf\" target=\"_blank\" rel=\"noopener\">PDF<\/a><\/p>\n<p><span class=\"biblio-authors\">Eric Schulz*, Rahul Bhui*, Bradley C. Love, Bastien Brier, Michael T. Todd, and Samuel J. Gershman<\/span>. 2019. \u201c<span class=\"biblio-title\">Structured, uncertainty-driven exploration in real-world consumer choice<\/span>.\u201d <em>Proceedings of the National Academy of Sciences<\/em>, 116, 28, Pp. 13903-13908.\u00a0<a href=\"https:\/\/doi.org\/10.1073\/pnas.1821028116\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a>\u00a0 |\u00a0 <a href=\"https:\/\/www.pnas.org\/content\/pnas\/116\/28\/13903.full.pdf\" target=\"_blank\" rel=\"noopener\">PDF<\/a>\u00a0 |\u00a0 \u00a0<a href=\"http:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=7562\" target=\"_blank\" rel=\"noopener\">Supporting Information<\/a><\/p>\n<p><span class=\"biblio-authors\">Rahul Bhui, Maciej Chudek, and Joseph Henrich<\/span>. 2019. \u201c<span class=\"biblio-title\">How exploitation launched human cooperation<\/span>.\u201d <em>Behavioral Ecology and Sociobiology<\/em>, 73, 78.\u00a0<a href=\"https:\/\/rdcu.be\/bDXQX\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a><\/p>\n<p><span class=\"biblio-authors\">Rahul Bhui<\/span>. 2019. \u201c<span class=\"biblio-title\">Testing optimal timing in value-linked decision making<\/span>.\u201d\u00a0<em>Computational Brain &amp; Behavior<\/em>, 2, 2, Pp. 85-94. <a href=\"https:\/\/doi.org\/10.1007\/s42113-019-0025-9\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a>\u00a0 |\u00a0 <a href=\"http:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=7560\" target=\"_blank\" rel=\"noopener\">Appendix<\/a><\/p>\n<p><span class=\"biblio-authors\">Hayley M. Dorfman, Rahul Bhui, Brent L. Hughes, and Samuel J. Gershman<\/span>. 2019. \u201c<span class=\"biblio-title\">Causal inference about good and bad outcomes<\/span>.\u201d <em>Psychological Science<\/em>, 30, 4, Pp. 516-525.\u00a0<a href=\"https:\/\/doi.org\/10.1177\/0956797619828724\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a><\/p>\n<p><span class=\"biblio-authors\">Rahul Bhui<\/span>. 2019. \u201c<span class=\"biblio-title\">A statistical test for the optimality of deliberative time allocation<\/span>.\u201d <em>Psychonomic Bulletin &amp; Review<\/em>, 26, 3, Pp. 855\u2013867.\u00a0<a href=\"https:\/\/doi.org\/10.3758\/s13423-018-1555-1\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a><\/p>\n<p><span class=\"biblio-authors\">Rahul Bhui<\/span>. 2019. \u201c<span class=\"biblio-title\">Falling behind: Time and expectations-based reference dependence<\/span>.\u201d <em>Decision<\/em>, 6, 3, Pp. 287-303.\u00a0<a href=\"https:\/\/doi.org\/10.1037\/dec0000102\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a><\/p>\n<\/div><\/div><div id=\"panel-16-0-0-8\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research\" data-index=\"8\" ><h2 class=\"widget-title\">2018<\/h2><div class=\"textwidget\"><p><span class=\"biblio-authors\">Rahul Bhui<\/span>. 2018. \u201c<span class=\"biblio-title\">Case-based decision neuroscience: Economic judgment by similarity<\/span>.\u201d In <em>Goal-Directed Decision Making: Computations and Neural Circuits<\/em>,\u00a0<span class=\"biblio-authors\">edited by R.W. Morris, A.M. Bornstein, and A. Shenhav<\/span>, Pp. 67-103. <a href=\"https:\/\/doi.org\/10.1016\/B978-0-12-812098-9.00004-8\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a><\/p>\n<p><span class=\"biblio-authors\">Rahul Bhui and Samuel J. Gershman<\/span>. 2018. \u201c<span class=\"biblio-title\">Decision by sampling implements efficient coding of psychoeconomic functions<\/span>.\u201d <em>Psychological Review<\/em>, 125, 6, Pp. 985-1001.\u00a0<a href=\"https:\/\/doi.org\/10.1037\/rev0000123\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a><\/p>\n<\/div><\/div><div id=\"panel-16-0-0-9\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research panel-last-child\" data-index=\"9\" ><h2 class=\"widget-title\">2014<\/h2><div class=\"textwidget\"><p><span class=\"biblio-authors\">Christopher Flynn Martin, Rahul Bhui, Peter Bossaerts, Tetsuro Matsuzawa, and Colin Camerer<\/span>. 6\/5\/2014. \u201c<span class=\"biblio-title\">Chimpanzee choice rates in competitive games match equilibrium game theory predictions<\/span>.\u201d <em>Scientific Reports<\/em>, 4, 5182.\u00a0<a href=\"https:\/\/www.nature.com\/articles\/srep05182\" target=\"_blank\" rel=\"noopener\">Publisher's Version<\/a>\u00a0 |\u00a0 <a href=\"https:\/\/www.nature.com\/articles\/srep05182.pdf\" target=\"_blank\" rel=\"noopener\">PDF<\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>PreprintsAmbuehl, S., Bhui, R., and Thysen, H.C. &#8220;Mental models of causal structure in economics and psychology.\u201d Preprint Bhui, R., Dorst, K., FeldmanHall, O., Fleming, S., Gottlieb, J., Hartley, C., Lejarraga, T., M\u00fcller-Trede, J., Radulescu, A., and Rosati, A. &#8220;The roots of rationality.&#8221; Preprint Bhui, R. and Xiang, Y. &#8220;A rational account of the repulsion effect.\u201d [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template-two-column.php","meta":{"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"footnotes":""},"class_list":["post-16","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.0 (Yoast SEO v25.8) - 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