{"id":11825,"date":"2026-03-09T03:10:31","date_gmt":"2026-03-09T03:10:31","guid":{"rendered":"https:\/\/mcsoc-forum.org\/site\/?page_id=11825"},"modified":"2026-03-09T03:11:16","modified_gmt":"2026-03-09T03:11:16","slug":"neurocore-t12","status":"publish","type":"page","link":"https:\/\/mcsoc-forum.org\/site\/index.php\/neurocore-t12\/","title":{"rendered":"Neuromorphic Software Stacks, Compilers, and Programming Models"},"content":{"rendered":"\n<p>The <strong>Track on Neuromorphic Software Stacks, Compilers, and Programming Models<\/strong> invites high\u2011quality submissions that advance the software foundations enabling scalable, efficient, and programmable neuromorphic computing. As neuromorphic hardware platforms diversify\u2014ranging from digital SNN accelerators to analog\/mixed\u2011signal and memristive systems\u2014there is a growing need for robust software abstractions, toolchains, and programming models that bridge the gap between algorithms and hardware. This track brings together researchers from computer architecture, machine learning, systems software, neuromorphic engineering, and programming languages to define the next generation of software infrastructure for brain\u2011inspired computing.<\/p>\n\n\n\n<p>We welcome original contributions including, but not limited to:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Software Stacks and Frameworks<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>End\u2011to\u2011end software stacks for neuromorphic hardware<\/li>\n\n\n\n<li>Runtime systems for event\u2011driven and spiking computation<\/li>\n\n\n\n<li>APIs and libraries for SNN development, deployment, and profiling<\/li>\n\n\n\n<li>Integration of neuromorphic systems with mainstream ML frameworks<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Compilers and Toolchains<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Compiler front\u2011ends and back\u2011ends for SNNs and event\u2011driven workloads<\/li>\n\n\n\n<li>Mapping, partitioning, and scheduling of large\u2011scale SNNs<\/li>\n\n\n\n<li>Code generation for heterogeneous neuromorphic architectures<\/li>\n\n\n\n<li>Optimization techniques for latency, energy, sparsity, and memory footprint<\/li>\n\n\n\n<li>Hardware\u2011aware compilation for analog, mixed\u2011signal, and emerging\u2011device systems<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Programming Models and Abstractions<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High\u2011level programming models for spiking neural networks<\/li>\n\n\n\n<li>Domain\u2011specific languages (DSLs) for neuromorphic computing<\/li>\n\n\n\n<li>Event\u2011driven and dataflow\u2011oriented programming paradigms<\/li>\n\n\n\n<li>Abstractions for learning rules (STDP, Hebbian, supervised SNN training)<\/li>\n\n\n\n<li>Models supporting online learning, adaptation, and plasticity<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Simulation, Debugging, and Verification Tools<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Software simulators for neuromorphic hardware and SNN workloads<\/li>\n\n\n\n<li>Debugging and visualization tools for spike\u2011based computation<\/li>\n\n\n\n<li>Verification and correctness frameworks for neuromorphic systems<\/li>\n\n\n\n<li>Co\u2011simulation of hardware, sensors, and real\u2011time environments<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. System\u2011Level Integration<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Software\u2013hardware co\u2011design methodologies<\/li>\n\n\n\n<li>Interfacing neuromorphic systems with robotics, edge devices, and sensor platforms<\/li>\n\n\n\n<li>Middleware for distributed and multi\u2011agent neuromorphic systems<\/li>\n\n\n\n<li>Real\u2011time operating systems and event\u2011driven kernels<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6. Applications and Case Studies<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>End\u2011to\u2011end pipelines for robotics, autonomous systems, and sensorimotor control<\/li>\n\n\n\n<li>Edge AI applications leveraging neuromorphic software stacks<\/li>\n\n\n\n<li>Comparative studies of software frameworks across hardware platforms<\/li>\n\n\n\n<li>Demonstrations of scalable, programmable neuromorphic applications<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n","protected":false},"excerpt":{"rendered":"<p>The Track on Neuromorphic Software Stacks, Compilers, and Programming Models invites high\u2011quality submissions that advance the software foundations enabling scalable, efficient, and programmable neuromorphic computing. As neuromorphic hardware platforms diversify\u2014ranging from digital SNN accelerators to analog\/mixed\u2011signal and memristive systems\u2014there is a growing need for robust software abstractions, toolchains, and programming models that bridge the gap &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"https:\/\/mcsoc-forum.org\/site\/index.php\/neurocore-t12\/\">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-11825","page","type-page","status-publish","hentry","nodate","item-wrap"],"_links":{"self":[{"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/pages\/11825","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=11825"}],"version-history":[{"count":1,"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/pages\/11825\/revisions"}],"predecessor-version":[{"id":11826,"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/pages\/11825\/revisions\/11826"}],"wp:attachment":[{"href":"https:\/\/mcsoc-forum.org\/site\/index.php\/wp-json\/wp\/v2\/media?parent=11825"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}