{"id":9790,"date":"2025-11-02T12:28:50","date_gmt":"2025-11-02T12:28:50","guid":{"rendered":"https:\/\/mcsoc-forum.org\/site\/?page_id=9790"},"modified":"2026-01-29T07:54:30","modified_gmt":"2026-01-29T07:54:30","slug":"track-neuromorphic","status":"publish","type":"page","link":"https:\/\/mcsoc-forum.org\/site\/index.php\/track-neuromorphic\/","title":{"rendered":"Neuromorphic and Brain-Inspired Architectures for Multicore SoCs"},"content":{"rendered":"\n<div class=\"wp-block-group has-border-color has-medium-gray-border-color has-white-background-color has-background\" style=\"border-width:1px;border-radius:12px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n\n<h2 class=\"wp-block-heading has-text-color\" style=\"color:#00629b;text-transform:uppercase;letter-spacing:1px\">Track Chair<\/h2>\n<hr class=\"wp-block-separator has-text-color has-black-color has-alpha-channel-opacity has-black-background-color has-background is-style-wide\"\/>\n<div class=\"wp-block-media-text is-stacked-on-mobile\" style=\"margin-top:20px;margin-bottom:20px;grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"http:\/\/mcsoc-forum.org\/site\/wp-content\/uploads\/2022\/01\/scholar-e1643363446774.jpg\" alt=\"TBC\" class=\"wp-image-176 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\"><p class=\"has-large-font-size\"><strong>TBC<\/strong><\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<p>This track explores cutting-edge approaches to designing multicore system-on-chip (SoC) platforms inspired by the structure and function of biological neural systems. Neuromorphic computing offers promising solutions for ultra-low-power, event-driven, and adaptive processing\u2014especially for edge AI, robotics, and sensor-rich environments. The track welcomes contributions that advance hardware and software co-design for brain-inspired architectures, spanning from spiking neural networks to emerging memory technologies. <strong>Topics of Interest Include:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Neuromorphic hardware design:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Spiking neural network (SNN) accelerators<\/li>\n\n\n\n<li>Event-driven and asynchronous multicore architectures<\/li>\n\n\n\n<li>Memristive and synaptic device integration<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li> <strong>System-level integration:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Co-design of neuromorphic cores with conventional multicore SoCs<\/li>\n\n\n\n<li>Hybrid analog-digital processing frameworks<\/li>\n\n\n\n<li>Scalable interconnects and communication models<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li> <strong>Applications and workloads:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Edge AI, autonomous systems, and real-time sensory processing<\/li>\n\n\n\n<li>Brain-inspired learning and adaptation mechanisms<\/li>\n\n\n\n<li>Energy-efficient cognitive computing<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li> <strong>Tools and simulation frameworks:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Neuromorphic design automation and benchmarking<\/li>\n\n\n\n<li>Emulators and simulators for brain-inspired systems<\/li>\n\n\n\n<li>Comparative analysis with conventional AI accelerators<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Track Chair TBC This track explores cutting-edge approaches to designing multicore system-on-chip (SoC) platforms inspired by the structure and function of biological neural systems. Neuromorphic computing offers promising solutions for ultra-low-power, event-driven, and adaptive processing\u2014especially for edge AI, robotics, and sensor-rich environments. The track welcomes contributions that advance hardware and software co-design for brain-inspired architectures, &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"https:\/\/mcsoc-forum.org\/site\/index.php\/track-neuromorphic\/\">Continue reading<\/a><\/p>\n","protected":false},"author":5,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-9790","page","type-page","status-publish","hentry","nodate","item-wrap"],"_links":{"self":[{"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/pages\/9790","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/comments?post=9790"}],"version-history":[{"count":3,"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/pages\/9790\/revisions"}],"predecessor-version":[{"id":11073,"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/pages\/9790\/revisions\/11073"}],"wp:attachment":[{"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/media?parent=9790"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}