{"id":218646,"date":"2025-07-24T12:21:26","date_gmt":"2025-07-24T17:21:26","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/07\/explosive-neural-networks-via-higher-order-interactions-in-curved-statistical-manifolds"},"modified":"2025-07-24T12:21:26","modified_gmt":"2025-07-24T17:21:26","slug":"explosive-neural-networks-via-higher-order-interactions-in-curved-statistical-manifolds","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/07\/explosive-neural-networks-via-higher-order-interactions-in-curved-statistical-manifolds","title":{"rendered":"Explosive neural networks via higher-order interactions in curved statistical manifolds"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/explosive-neural-networks-via-higher-order-interactions-in-curved-statistical-manifolds.jpg\"><\/a><\/p>\n<p>Higher-order interactions shape complex neural dynamics but are hard to model. Here, authors use a generalization of the maximum entropy principle to introduce a family of <i>curved neural networks<\/i>, revealing explosive phaseions and enhanced memory via a self-regulating retrieval mechanism.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Higher-order interactions shape complex neural dynamics but are hard to model. Here, authors use a generalization of the maximum entropy principle to introduce a family of curved neural networks, revealing explosive phaseions and enhanced memory via a self-regulating retrieval mechanism.<\/p>\n","protected":false},"author":709,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-218646","post","type-post","status-publish","format-standard","hentry","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/218646","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\/709"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=218646"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/218646\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=218646"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=218646"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=218646"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}