{"id":221413,"date":"2025-09-04T04:30:23","date_gmt":"2025-09-04T09:30:23","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/09\/deep-learning-method-enables-efficient-boltzmann-distribution-sampling-across-a-continuous-temperature-range"},"modified":"2025-09-04T04:30:23","modified_gmt":"2025-09-04T09:30:23","slug":"deep-learning-method-enables-efficient-boltzmann-distribution-sampling-across-a-continuous-temperature-range","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/09\/deep-learning-method-enables-efficient-boltzmann-distribution-sampling-across-a-continuous-temperature-range","title":{"rendered":"Deep learning method enables efficient Boltzmann distribution sampling across a continuous temperature range"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/deep-learning-method-enables-efficient-boltzmann-distribution-sampling-across-a-continuous-temperature-range2.jpg\"><\/a><\/p>\n<p>A research team has developed a novel direct sampling method based on deep generative models. Their method enables efficient sampling of the Boltzmann distribution across a continuous temperature range. The findings have been published in <i>Physical Review Letters<\/i>. The team was led by Prof. Pan Ding, Associate Professor from the Departments of Physics and Chemistry, and Dr. Li Shuo-Hui, Research Assistant Professor from the Department of Physics at the Hong Kong University of Science and Technology (HKUST).<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A research team has developed a novel direct sampling method based on deep generative models. Their method enables efficient sampling of the Boltzmann distribution across a continuous temperature range. The findings have been published in Physical Review Letters. The team was led by Prof. Pan Ding, Associate Professor from the Departments of Physics and Chemistry, [\u2026]<\/p>\n","protected":false},"author":427,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[19,219,6],"tags":[],"class_list":["post-221413","post","type-post","status-publish","format-standard","hentry","category-chemistry","category-physics","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/221413","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/427"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=221413"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/221413\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=221413"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=221413"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=221413"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}