{"id":239168,"date":"2026-06-17T14:17:50","date_gmt":"2026-06-17T19:17:50","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2026\/06\/algorithm-hardware-co-design-of-neuromorphic-networks-with-dual-memory-pathways"},"modified":"2026-06-17T14:17:50","modified_gmt":"2026-06-17T19:17:50","slug":"algorithm-hardware-co-design-of-neuromorphic-networks-with-dual-memory-pathways","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2026\/06\/algorithm-hardware-co-design-of-neuromorphic-networks-with-dual-memory-pathways","title":{"rendered":"Algorithm\u2013hardware co-design of neuromorphic networks with dual memory pathways"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/algorithm-hardware-co-design-of-neuromorphic-networks-with-dual-memory-pathways2.jpg\"><\/a><\/p>\n<p>Pengfei Sun <i>et al.<\/i> develop a spiking neural network with a dual memory pathway, co-designed with a custom neuromorphic chip. The approach delivers over 4\u00d7 throughput and 5x energy efficiency gains while using 40\u201360% fewer parameters than state-of-the-art implementations.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Pengfei Sun et al. develop a spiking neural network with a dual memory pathway, co-designed with a custom neuromorphic chip. The approach delivers over 4\u00d7 throughput and 5x energy efficiency gains while using 40\u201360% fewer parameters than state-of-the-art implementations.<\/p>\n","protected":false},"author":661,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[41,6],"tags":[],"class_list":["post-239168","post","type-post","status-publish","format-standard","hentry","category-information-science","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/239168","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\/661"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=239168"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/239168\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=239168"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=239168"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=239168"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}