{"id":216,"date":"2025-10-19T13:14:39","date_gmt":"2025-10-19T13:14:39","guid":{"rendered":"https:\/\/www.icin-conference.org\/?page_id=216"},"modified":"2026-01-16T17:15:31","modified_gmt":"2026-01-16T17:15:31","slug":"plain","status":"publish","type":"page","link":"https:\/\/www.icin-conference.org\/2026\/plain\/","title":{"rendered":"1st PLAIN"},"content":{"rendered":"<h2 class=\"wp-block-heading has-inline-color has-vivid-cyan-blue-color\">1st International Workshop on Programmable and Learning Architectures for Intelligent Networks (PLAIN)<\/h2>\n\n\n<p>The introduction of virtualization, softwarization, and programmability has reshaped networks into dynamic, software-defined infrastructures capable of supporting emerging AI workloads. In this evolving paradigm, the network is no longer a passive conduit, but an intelligent and programmable substrate that actively contributes to distributed AI.<\/p>\n\n\n\n<p>As inference and training increasingly shift toward the edge, future systems must provide not only bandwidth and reliability, but also real-time adaptability, in-network processing, and cross-layer integration across heterogeneous wireless, optical, and core domains. Beyond connectivity, networks are expected to become co-executors of AI workflows, enabling functions such as model aggregation, split inference, and intent-driven resource allocation.<\/p>\n\n\n\n<p>PLAIN \u2013 Programmable and Learning Architectures for Intelligent Networks provides a focused venue to discuss how network architectures must evolve to support AI-native operations. The workshop emphasizes hardware\/software co-design, where physical-layer programmability (e.g., P4, eBPF, SmartNICs), AI algorithms, and orchestration strategies are jointly developed. Novel use cases, ranging from federated learning and autonomous systems to real-time inference and digital twins, highlight the need for scalable, resilient, and sustainable AI-native networks.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading has-inline-color has-vivid-cyan-blue-color\">Topics:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI-driven design of network protocols and architectures<\/li>\n\n\n\n<li>Programmable and reconfigurable infrastructures for AI workloads<\/li>\n\n\n\n<li>Federated and edge AI enhanced by network awareness<\/li>\n\n\n\n<li>Orchestration of AI pipelines across heterogeneous domains<\/li>\n\n\n\n<li>Telemetry-driven network optimization and closed-loop control<\/li>\n\n\n\n<li>High-performance delivery and inference of AI models<\/li>\n\n\n\n<li>Experimental testbeds and platforms for AI-native networks<\/li>\n\n\n\n<li>Energy-efficient AI deployment at the edge and core<\/li>\n\n\n\n<li>AI-enabled automation in 6G RAN, core, and transport<\/li>\n\n\n\n<li>Digital twins for network monitoring, optimization, and control<\/li>\n\n\n\n<li>Resilience, security, and survivability of AI-native networks<\/li>\n\n\n\n<li>AI-driven orchestration of backhaul, midhaul, and fronthaul<\/li>\n\n\n\n<li>Open and disaggregated network architectures for AI integration<\/li>\n\n\n\n<li>In-network aggregation and distributed learning mechanisms<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading has-inline-color has-vivid-cyan-blue-color\"><strong>Paper Submission Guidelines<\/strong><\/h4>\n\n\n\n<p>Papers submitted to ICIN 2026 Workshops will be assessed based on originality, technical soundness, clarity and interest to a wide audience. All submissions must be written in English and must use standard <strong>IEEE two-column conference template<\/strong>, available for download from the IEEE website: <a href=\"https:\/\/www.ieee.org\/conferences\/publishing\/templates.html\">https:\/\/www.ieee.org\/conferences\/publishing\/templates.html<\/a><\/p>\n\n\n\n<p>Workshop papers can be up to <strong>8 pages (Full papers)<\/strong> and <strong>5 pages (Short papers)<\/strong>, including tables, figures and references.<\/p>\n\n\n\n<p>Only PDF files will be accepted for the review process and all submissions must be done electronically through EDAS at: <a href=\"https:\/\/edas.info\/N34510\">https:\/\/edas.info\/N34510<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading has-inline-color has-vivid-cyan-blue-color\">Important Deadlines:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Workshop paper submission deadline: <strong><em><strong><em><s>January 4, 2026 <\/s>&nbsp;<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">January 24, 2026 (firm)<\/mark><\/em><\/strong><\/em><\/strong><\/li>\n\n\n\n<li>Acceptance notification: <strong><em><strong><em>January 31, 2026<\/em><\/strong><\/em><\/strong><\/li>\n\n\n\n<li>Camera-ready paper submission: <em><strong><strong><em>February 7, 2026<\/em><\/strong><\/strong><\/em><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading has-inline-color has-vivid-cyan-blue-color\">Contact:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Emilio Paolini \u2014 General Co-Chair, Scuola Superiore Sant\u2019Anna, <a href=\"mailto:emilio.paolini@santannapisa.it\">emilio.paolini@santannapisa.it<\/a><\/li>\n\n\n\n<li>Memedhe Ibrahimi \u2014 General Co-Chair, Politecnico di Milano, <a href=\"mailto:memedhe.ibrahimi@polimi.it\">memedhe.ibrahimi@polimi.it<\/a><\/li>\n\n\n\n<li>Gianluca Davoli \u2014 TPC Chair, Universit\u00e0 di Bologna, <a href=\"mailto:gianluca.davoli@unibo.it\">gianluca.davoli@unibo.it<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>1st International Workshop on Programmable and &hellip; <a href=\"https:\/\/www.icin-conference.org\/2026\/plain\/\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/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-216","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.icin-conference.org\/2026\/wp-json\/wp\/v2\/pages\/216","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.icin-conference.org\/2026\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.icin-conference.org\/2026\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.icin-conference.org\/2026\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.icin-conference.org\/2026\/wp-json\/wp\/v2\/comments?post=216"}],"version-history":[{"count":8,"href":"https:\/\/www.icin-conference.org\/2026\/wp-json\/wp\/v2\/pages\/216\/revisions"}],"predecessor-version":[{"id":347,"href":"https:\/\/www.icin-conference.org\/2026\/wp-json\/wp\/v2\/pages\/216\/revisions\/347"}],"wp:attachment":[{"href":"https:\/\/www.icin-conference.org\/2026\/wp-json\/wp\/v2\/media?parent=216"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}