{"id":232477,"date":"2026-03-03T14:22:29","date_gmt":"2026-03-03T20:22:29","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2026\/03\/a-universal-spin-orbit-coupled-hamiltonian-model-for-accelerated-quantum-material-discovery"},"modified":"2026-03-03T14:22:29","modified_gmt":"2026-03-03T20:22:29","slug":"a-universal-spin-orbit-coupled-hamiltonian-model-for-accelerated-quantum-material-discovery","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2026\/03\/a-universal-spin-orbit-coupled-hamiltonian-model-for-accelerated-quantum-material-discovery","title":{"rendered":"A universal spin\u2013orbit-coupled Hamiltonian model for accelerated quantum material discovery"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/a-universal-spin-orbit-coupled-hamiltonian-model-for-accelerated-quantum-material-discovery.jpg\"><\/a><\/p>\n<p>Zhong <i>et al.<\/i> introduce Uni-HamGNN, a graph neural network model that predicts spin\u2013orbit-coupled electronic structures quickly and accurately, enabling fast screening and the discovery of advanced quantum materials across the periodic table.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Zhong et al. introduce Uni-HamGNN, a graph neural network model that predicts spin\u2013orbit-coupled electronic structures quickly and accurately, enabling fast screening and the discovery of advanced quantum materials across the periodic table.<\/p>\n","protected":false},"author":396,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[19,1617,6],"tags":[],"class_list":["post-232477","post","type-post","status-publish","format-standard","hentry","category-chemistry","category-quantum-physics","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/232477","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\/396"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=232477"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/232477\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=232477"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=232477"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=232477"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}