{"id":3060,"date":"2024-06-25T15:44:12","date_gmt":"2024-06-25T07:44:12","guid":{"rendered":"https:\/\/medicine.nus.edu.sg\/dbmi\/?page_id=3060"},"modified":"2025-08-06T15:11:41","modified_gmt":"2025-08-06T07:11:41","slug":"liu-dianbo","status":"publish","type":"page","link":"https:\/\/medicine.nus.edu.sg\/dbmi\/about-us\/faculty\/liu-dianbo\/","title":{"rendered":"Assistant Professor Liu Dianbo"},"content":{"rendered":"\n\n\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/medicine.nus.edu.sg\/dbmi\/wp-content\/uploads\/sites\/27\/2024\/06\/thumbnail_photo-1-1024x1536-1.jpg\" alt=\"thumbnail_photo-1-1024x1536\" itemprop=\"image\" height=\"1536\" width=\"1024\" title=\"thumbnail_photo-1-1024x1536\" onerror=\"this.style.display='none'\"  \/>\n\t<p><b>LIU Dianbo<\/b><\/p>\n<p>Assistant Professor, Department of Biomedical Informatics, Yong Loo Lin School of Medicine, NUS\u00a0<\/p>\n<h5>Assistant Professor,\u00a0Department of Ophthalmology, Yong Loo Lin School of Medicine<\/h5>\n\t<ul>\n\t\t<li>\t\t\t\t\n\t\t<h3><a href=\"https:\/\/www.linkedin.com\/in\/leo-dianbo-liu-45540750\/\" target=\"_self\"  aria-label=\"Go to https:\/\/www.linkedin.com\/in\/leo-dianbo-liu-45540750\/\">LinkedIn<\/a><\/h3><\/li><li>\t\t\t\t\n\t\t<h3><a href=\"mailto:dianbo@nus.edu.sg\" target=\"_self\"  aria-label=\"Go to mailto:dianbo@nus.edu.sg\">dianbo@nus.edu.sg<\/a><\/h3><\/li><li>\t\t\t\t\n\t\t<h3><a href=\"http:\/\/www.cogai4sci.com\/\" target=\"_blank\" rel=\"noopener\" aria-label=\"Go to http:\/\/www.cogai4sci.com\/\">Personal Website<\/a><\/h3><\/li>\t<\/ul>\n\t\t\t\t\t\t\t\t<a href=\"#\" id=\"fl-tabs--label-0\" data-index=\"0\" aria-selected=\"true\" aria-controls=\"fl-tabs--panel-0\" aria-expanded=\"true\" role=\"tab\" tabindex=\"0\">\t\t\t\tBrief Introduction\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<a href=\"#\" id=\"fl-tabs--label-1\" data-index=\"1\" aria-selected=\"false\" aria-controls=\"fl-tabs--panel-1\" aria-expanded=\"false\" role=\"tab\" tabindex=\"0\">\t\t\t\tTeaching Areas &#038; Research Interests\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<a href=\"#\" id=\"fl-tabs--label-2\" data-index=\"2\" aria-selected=\"false\" aria-controls=\"fl-tabs--panel-2\" aria-expanded=\"false\" role=\"tab\" tabindex=\"0\">\t\t\t\tJournals &#038; Publications\t\t\t\t<\/a>\n\t\t\t\t\t\tBrief Introduction\n\t\t\t\t\t\t\t\t\t\t\tDr Dianbo Liu leads the Cognitive AI for Science (CogAI4Sci) team at National University of Singapore focuses on developing novel AI methods using inspiration from cognitive sciences and using the methods to solve real-world problems in biomedical sciences and healthcare. Recently we are focusing on 1) discrete compositional representationon the fundamental machine learning side, and 2) predicts treatment and intervention effects in biomedical systems, on the machine learning for science side.\nBefore starting CogAI4Sci team, Dianbo was a group leader at the <a href=\"https:\/\/www.broadinstitute.org\/\">Broad Institute of MIT and Harvard<\/a>. Prior to the Broad Institute, Dianbo worked as a postdoctoral researcher with Prof. Yoshua Bengio (a Turing Award winner) and led the Humanitarian AI team at the <a href=\"https:\/\/mila.quebec\/\">Mila-Quebec AI Institute<\/a>. This followed his fellowship training and studies in medical informatics at Harvard Medical School. Dianbo earned his PhD from the University of Dundee, Scotland, under the supervision of Prof. Timothea Newman. During his doctoral studies, he received the Vest Scholarship from the Massachusetts Institute of Technology (MIT) and was a special graduate student at the MIT Computer Science and Artificial Intelligence Lab. Dianbo also co-founded two start-ups, &#8220;GeneTank&#8221; and &#8220;SecureAILabs,&#8221; to advance AI applications in biomedical sciences during his training.\n<p>&nbsp;<\/p>\n\t\t\t\t\t\tTeaching Areas &#038; Research Interests\n\t\t\t\t\t\tJournals &#038; Publications\n\t\t\t\t\t\t\t\t\t\t\t<table id=\"gsc_a_t\">\n<thead>\n<tr id=\"gsc_a_tr0\" aria-hidden=\"true\">\n\n\n\n<\/tr>\n<tr id=\"gsc_a_trh\">\n<th scope=\"col\"><a href=\"https:\/\/scholar.google.com\/citations?hl=en&amp;user=kGSzBpMAAAAJ&amp;view_op=list_works&amp;sortby=title\">Title<\/a><\/th>\n<th dir=\"rtl\" scope=\"col\">\n<a href=\"https:\/\/scholar.google.com\/citations?hl=en&amp;user=kGSzBpMAAAAJ&amp;view_op=list_works\">Cited by<\/a>\n<\/th>\n<th scope=\"col\">Year<\/th>\n<\/tr>\n<\/thead>\n<tbody id=\"gsc_a_b\">\n<tr>\n<td><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=kGSzBpMAAAAJ&amp;sortby=pubdate&amp;citation_for_view=kGSzBpMAAAAJ:ZHo1McVdvXMC\">Uncertainty-Based Extensible Codebook for Discrete Federated Learning in Heterogeneous Data Silos<\/a>\nT Zhang, Y Cao, D Liu\nICML 2025\n<\/td>\n<td><a href=\"https:\/\/scholar.google.com\/scholar?oi=bibs&amp;hl=en&amp;cites=10825871763983558233\">1<\/a><\/td>\n<td>2025<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=kGSzBpMAAAAJ&amp;sortby=pubdate&amp;citation_for_view=kGSzBpMAAAAJ:abG-DnoFyZgC\">FedWeight: mitigating covariate shift of federated learning on electronic health records data through patients re-weighting<\/a>\nH Zhu, J Bai, N Li, X Li, D Liu, DL Buckeridge, Y Li\nnpj Digital Medicine 8 (1), 1-19\n<\/td>\n<td><a href=\"https:\/\/scholar.google.com\/scholar?oi=bibs&amp;hl=en&amp;cites=923027309782624546\">1<\/a><\/td>\n<td>2025<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=kGSzBpMAAAAJ&amp;sortby=pubdate&amp;citation_for_view=kGSzBpMAAAAJ:u9iWguZQMMsC\">A Clinician-Friendly Platform for Ophthalmic Image Analysis Without Technical Barriers<\/a>\nM Wang, T Lin, Q Hou, A Lin, J Wang, Q Peng, TX Nguyen, D Fang, K Zou, &#8230;\narXiv preprint arXiv:2504.15928\n<\/td>\n\n<td>2025<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=kGSzBpMAAAAJ&amp;sortby=pubdate&amp;citation_for_view=kGSzBpMAAAAJ:p2g8aNsByqUC\">Benchmarking Next-Generation Reasoning-Focused Large Language Models in Ophthalmology: A Head-to-Head Evaluation on 5,888 Items<\/a>\nM Zou, S Srinivasan, TWS Lo, K Zou, GD Yang, X Ai, H Kim, M Singer, &#8230;\narXiv preprint arXiv:2504.11186\n<\/td>\n\n<td>2025<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=kGSzBpMAAAAJ&amp;sortby=pubdate&amp;citation_for_view=kGSzBpMAAAAJ:UxriW0iASnsC\">Auto-bench: An automated benchmark for scientific discovery in llms<\/a>\nT Chen, S Anumasa, B Lin, V Shah, A Goyal, D Liu\narXiv preprint arXiv:2502.15224\n<\/td>\n<td><a href=\"https:\/\/scholar.google.com\/scholar?oi=bibs&amp;hl=en&amp;cites=14286607714215972112\">2<\/a><\/td>\n<td>2025<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&#8211;<\/p>\n<p>More: <a href=\"https:\/\/scholar.google.com\/citations?user=kGSzBpMAAAAJ&amp;hl=en&amp;oi=ao\">Google Scholar<\/a><\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>LIU Dianbo Assistant Professor, Department of Biomedical Informatics, Yong Loo Lin School of Medicine, NUS\u00a0 Assistant Professor,\u00a0Department of Ophthalmology, Yong Loo Lin School of Medicine LinkedIn dianbo@nus.edu.sg Personal Website Brief Introduction Teaching Areas &#038; Research Interests Journals &#038; Publications Brief Introduction Dr Dianbo Liu leads the Cognitive AI for Science (CogAI4Sci) team at National University [&hellip;]<\/p>\n","protected":false},"author":9400,"featured_media":0,"parent":2595,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"unboxed","site-sidebar-style":"unboxed","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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