{"id":11823,"date":"2026-03-09T03:07:43","date_gmt":"2026-03-09T03:07:43","guid":{"rendered":"https:\/\/mcsoc-forum.org\/site\/?page_id=11823"},"modified":"2026-03-09T03:08:46","modified_gmt":"2026-03-09T03:08:46","slug":"neurocore-t11","status":"publish","type":"page","link":"https:\/\/mcsoc-forum.org\/site\/index.php\/neurocore-t11\/","title":{"rendered":"Materials and Devices for Ultra\u2011Low\u2011Power Neuromorphic Systems"},"content":{"rendered":"\n<p>The <strong>Track on Materials and Devices for Ultra\u2011Low\u2011Power Neuromorphic Systems<\/strong> invites original research contributions that explore emerging materials, novel device concepts, and energy\u2011efficient physical mechanisms enabling the next generation of neuromorphic computing. As the demand for real\u2011time, always\u2011on, and biologically inspired intelligence grows, breakthroughs at the materials and device level are essential to achieving ultra\u2011low\u2011power, high\u2011density, and scalable neuromorphic hardware. This track brings together researchers from materials science, nanoelectronics, device physics, neuromorphic engineering, and computer architecture to advance the foundations of future brain\u2011inspired systems. <\/p>\n\n\n\n<p>We welcome submissions including, but not limited to, the following areas:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Emerging Materials for Neuromorphic Devices<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Novel materials for synaptic and neuronal behavior (oxide\u2011based, chalcogenide, ferroelectric, 2D materials, organic materials)<\/li>\n\n\n\n<li>Phase\u2011change, resistive switching, ferroelectric, and spintronic materials for neuromorphic computing<\/li>\n\n\n\n<li>Material engineering for improved endurance, retention, and variability control<\/li>\n\n\n\n<li>Bio\u2011inspired and biomimetic materials for adaptive and plastic behavior<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Ultra\u2011Low\u2011Power Neuromorphic Devices<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Memristive, ferroelectric, spintronic, and photonic neuromorphic devices<\/li>\n\n\n\n<li>Subthreshold and near\u2011threshold CMOS devices for spiking computation<\/li>\n\n\n\n<li>Devices supporting local learning rules (STDP, Hebbian, homeostatic plasticity)<\/li>\n\n\n\n<li>Multi\u2011state and analog synaptic devices for high\u2011density learning systems<\/li>\n\n\n\n<li>Device concepts exploiting stochasticity, noise, or physical dynamics<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Device\u2013Circuit Co\u2011Design<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Co\u2011design of emerging devices with analog, mixed\u2011signal, or digital neuromorphic circuits<\/li>\n\n\n\n<li>Crossbar arrays and in\u2011memory computing structures for SNNs<\/li>\n\n\n\n<li>Peripheral circuit innovations for ultra\u2011low\u2011power operation<\/li>\n\n\n\n<li>Variability\u2011aware design, compensation, and calibration techniques<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. 3D Integration and Heterogeneous Technologies<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>3D\u2011IC, monolithic 3D, and chiplet\u2011based integration of neuromorphic devices<\/li>\n\n\n\n<li>Vertical synaptic fabrics and high\u2011density interconnect technologies<\/li>\n\n\n\n<li>Thermal, reliability, and manufacturability considerations in stacked neuromorphic systems<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. Characterization, Modeling, and Benchmarking<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Compact models for emerging neuromorphic devices<\/li>\n\n\n\n<li>Experimental characterization of synaptic and neuronal behavior<\/li>\n\n\n\n<li>Endurance, retention, noise, and variability analysis<\/li>\n\n\n\n<li>Benchmarking of device\u2011level energy, latency, and scalability<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6. Applications and Demonstrations<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Device\u2011level demonstrations of learning, adaptation, and spiking behavior<\/li>\n\n\n\n<li>Ultra\u2011low\u2011power edge intelligence and always\u2011on sensing<\/li>\n\n\n\n<li>Event\u2011driven perception, robotics, and biomedical applications<\/li>\n\n\n\n<li>Comparative studies of emerging devices vs. CMOS baselines<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>The Track on Materials and Devices for Ultra\u2011Low\u2011Power Neuromorphic Systems invites original research contributions that explore emerging materials, novel device concepts, and energy\u2011efficient physical mechanisms enabling the next generation of neuromorphic computing. As the demand for real\u2011time, always\u2011on, and biologically inspired intelligence grows, breakthroughs at the materials and device level are essential to achieving ultra\u2011low\u2011power, &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"https:\/\/mcsoc-forum.org\/site\/index.php\/neurocore-t11\/\">Continue reading<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-11823","page","type-page","status-publish","hentry","nodate","item-wrap"],"_links":{"self":[{"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/pages\/11823","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\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/comments?post=11823"}],"version-history":[{"count":1,"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/pages\/11823\/revisions"}],"predecessor-version":[{"id":11824,"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/pages\/11823\/revisions\/11824"}],"wp:attachment":[{"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/media?parent=11823"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}