{"id":225925,"date":"2025-11-26T01:33:36","date_gmt":"2025-11-26T07:33:36","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/11\/adaptive-method-helps-light-based-quantum-processors-act-more-like-neural-networks"},"modified":"2025-11-26T01:33:36","modified_gmt":"2025-11-26T07:33:36","slug":"adaptive-method-helps-light-based-quantum-processors-act-more-like-neural-networks","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/11\/adaptive-method-helps-light-based-quantum-processors-act-more-like-neural-networks","title":{"rendered":"Adaptive method helps light-based quantum processors act more like neural networks"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/adaptive-method-helps-light-based-quantum-processors-act-more-like-neural-networks2.jpg\"><\/a><\/p>\n<p>Machine learning models called convolutional neural networks (CNNs) power technologies like image recognition and language translation. A quantum counterpart\u2014known as a quantum convolutional neural network (QCNN)\u2014could process information more efficiently by using quantum states instead of classical bits.<\/p>\n<p>Photons are fast, stable, and easy to manipulate on chips, making photonic systems a promising platform for QCNNs. However, photonic circuits typically behave linearly, limiting the flexible operations that neural networks need.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine learning models called convolutional neural networks (CNNs) power technologies like image recognition and language translation. A quantum counterpart\u2014known as a quantum convolutional neural network (QCNN)\u2014could process information more efficiently by using quantum states instead of classical bits. Photons are fast, stable, and easy to manipulate on chips, making photonic systems a promising platform for [\u2026]<\/p>\n","protected":false},"author":427,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1617,6],"tags":[],"class_list":["post-225925","post","type-post","status-publish","format-standard","hentry","category-quantum-physics","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/225925","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=225925"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/225925\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=225925"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=225925"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=225925"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}