{"id":236678,"date":"2021-11-14T15:26:32","date_gmt":"2021-11-14T15:26:32","guid":{"rendered":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/?p=236678"},"modified":"2021-11-14T15:26:36","modified_gmt":"2021-11-14T15:26:36","slug":"graph-neural-networks-gnns","status":"publish","type":"post","link":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/?p=236678","title":{"rendered":"Graph Neural Networks (GNNs)"},"content":{"rendered":"\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Graph Neural Networks (GNNs)\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/RkYUNFFkXmI?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Graph Neural Networks (GNNs) have shown great success in learning on graph-structured data, such as social networks, recommendation systems, and protein-protein interactions. In our work, we leverage the fact that circuits can be represented naturally as graphs and we employ GNNs to learn the properties of circuits. Through our graph-based learning on circuits, we are able to identify critical security vulnerabilities in the implementations of various design-for-trust solutions aimed to achieve hardware security.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Graph Neural Networks (GNNs) have shown great success in learning on graph-structured data, such as social networks, recommendation systems, and protein-protein interactions. In our work, we leverage the fact that circuits can be represented naturally as graphs and we employ GNNs to learn the properties of circuits. Through our graph-based learning on circuits, we are [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"video","meta":{"_et_pb_use_builder":"off","_et_pb_old_content":"<!-- wp:embed {\"url\":\"https:\/\/youtu.be\/6Cxw7IRSvTs\",\"type\":\"video\",\"providerNameSlug\":\"youtube\",\"responsive\":true,\"className\":\"wp-embed-aspect-16-9 wp-has-aspect-ratio\"} -->\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/youtu.be\/6Cxw7IRSvTs\n<\/div><\/figure>\n<!-- \/wp:embed -->","_et_gb_content_width":"","footnotes":""},"categories":[18],"tags":[],"class_list":["post-236678","post","type-post","status-publish","format-video","hentry","category-news","post_format-post-format-video"],"_links":{"self":[{"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=\/wp\/v2\/posts\/236678","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=236678"}],"version-history":[{"count":1,"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=\/wp\/v2\/posts\/236678\/revisions"}],"predecessor-version":[{"id":236679,"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=\/wp\/v2\/posts\/236678\/revisions\/236679"}],"wp:attachment":[{"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=236678"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=236678"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=236678"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}