{"id":29,"date":"2024-02-03T16:40:07","date_gmt":"2024-02-03T16:40:07","guid":{"rendered":"https:\/\/research.ece.ncsu.edu\/brainspec\/?page_id=29"},"modified":"2025-08-21T18:17:52","modified_gmt":"2025-08-21T18:17:52","slug":"research","status":"publish","type":"page","link":"https:\/\/research.ece.ncsu.edu\/brainspec\/?page_id=29","title":{"rendered":"Research"},"content":{"rendered":"\n<div style=\"height:55px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Active Research Focus in Our Lab<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Investigating methods for completely redesigning architecture to enhance security, power efficiency, and performance, exploring new paradigms of computing.<\/li>\n\n\n\n<li>Investigating novel AI algorithms inspired by brain functionalities for enhancing computing performance, security, and power efficiency through advanced microarchitecture.<\/li>\n\n\n\n<li>Designing AI algorithm for emergence capabilities in architecture design and analysis.<\/li>\n\n\n\n<li>Security of AI accelerator solutions.<\/li>\n\n\n\n<li>Theory of microarchitectural side channel attacks.<\/li>\n\n\n\n<li>Novel tools for microarchitecture design for performance.<\/li>\n\n\n\n<li>Novel tools for security analysis, and on-chip microarchitecture security feature design.<\/li>\n\n\n\n<li>Novel mitigation methodologies for microarchitectural and transient execution side channel attacks.<\/li>\n\n\n\n<li>AI trust and interpretability for hardware design and security.<\/li>\n\n\n\n<li>Pathfinding and research on hardware security analysis tools.<\/li>\n\n\n\n<li>Microarchitecture cryptoanalysis and hardware mitigations for side channel and fault injection resiliency.<\/li>\n\n\n\n<li>Microarchitecture design of trusted execution engine and its security.<\/li>\n\n\n\n<li>Use of AI to accelerate or enhance security and security developed to protect AI technologies from a hardware standpoint.<\/li>\n\n\n\n<li>Use of analytics and machine learning to improve processor design, security and power.<\/li>\n\n\n\n<li>Groundbreaking advancements in foundational capabilities of AI, including next-generation performance optimization techniques, microarchitecture verification, and resilience against adversarial behavior.<\/li>\n\n\n\n<li>Innovations in scalable, automated tools and methodologies for hardware design and Formal verification that are effective in addressing common security weaknesses, significantly improving CPU performance and efficiency.<\/li>\n\n\n\n<li>Emerging AI usages in threat analysis, systemic mitigations, and security enhancements that strengthen High Performance computing, accelerant, and remote communication solutions.<\/li>\n\n\n\n<li>Architectural and micro-architecture, innovations that improve resiliency and reliability of silicon and electronics against transient faults.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Active Research Focus in Our Lab<\/p>\n","protected":false},"author":127,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-29","page","type-page","status-publish","hentry"],"blocksy_meta":[],"acf":[],"_links":{"self":[{"href":"https:\/\/research.ece.ncsu.edu\/brainspec\/index.php?rest_route=\/wp\/v2\/pages\/29","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/research.ece.ncsu.edu\/brainspec\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/research.ece.ncsu.edu\/brainspec\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/research.ece.ncsu.edu\/brainspec\/index.php?rest_route=\/wp\/v2\/users\/127"}],"replies":[{"embeddable":true,"href":"https:\/\/research.ece.ncsu.edu\/brainspec\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=29"}],"version-history":[{"count":29,"href":"https:\/\/research.ece.ncsu.edu\/brainspec\/index.php?rest_route=\/wp\/v2\/pages\/29\/revisions"}],"predecessor-version":[{"id":339,"href":"https:\/\/research.ece.ncsu.edu\/brainspec\/index.php?rest_route=\/wp\/v2\/pages\/29\/revisions\/339"}],"wp:attachment":[{"href":"https:\/\/research.ece.ncsu.edu\/brainspec\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=29"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}