{"id":1520,"date":"2023-03-24T07:50:46","date_gmt":"2023-03-24T11:50:46","guid":{"rendered":"https:\/\/carleton.ca\/cybersea\/?p=1520"},"modified":"2026-01-26T10:41:50","modified_gmt":"2026-01-26T15:41:50","slug":"new-publication-towards-logical-specification-of-adversarial-examples-in-machine-learning","status":"publish","type":"post","link":"https:\/\/carleton.ca\/cybersea\/2023\/new-publication-towards-logical-specification-of-adversarial-examples-in-machine-learning\/","title":{"rendered":"New Publication: Towards Logical Specification of Adversarial Examples in Machine Learning"},"content":{"rendered":"\n<section class=\"w-screen px-6 cu-section cu-section--white ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n            <div class=\"cu-textmedia flex flex-col lg:flex-row mx-auto gap-6 md:gap-10 my-6 md:my-12 first:mt-0 max-w-5xl\">\n        <div class=\"justify-start cu-textmedia-content cu-prose-first-last\" style=\"flex: 0 0 100%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h1 class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px text-3xl md:text-4xl lg:text-5xl lg:leading-[3.5rem] pb-5 after:w-10 text-cu-black-700 not-prose\">\n                        New Publication: Towards Logical Specification of Adversarial Examples in Machine Learning\n                    <\/h1>\n                \n                                \n                            <\/header>\n\n                    <\/div>\n\n            <\/div>\n\n    <\/div>\n<\/section>\n\n<p>Our publication &#8220;<a href=\"https:\/\/doi.org\/10.1109\/TrustCom56396.2022.00226\">Towards Logical Specification of Adversarial Examples in Machine Learning<\/a>&#8221; is now available online. This is collaborative work with researchers at&nbsp;<a href=\"https:\/\/www.irit.fr\/en\/home\/\">IRIT<\/a> and <a href=\"https:\/\/list.cea.fr\/en\/\">CEA List<\/a>. This paper proposes an approach to adversarial example threat specification and detection in component-based software architecture models using first-order and modal logic. The general idea of the approach is to specify the threat as property of a modeled system such that the violation of the specified property indicates the presence of the threat. We demonstrate the applicability of the method through a classifier used in a recommendation system. See <a href=\"https:\/\/carleton.ca\/cybersea\/publications\/\">Publications<\/a>&nbsp;for more details!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Our publication &#8220;Towards Logical Specification of Adversarial Examples in Machine Learning&#8221; is now available online. This is collaborative work with researchers at&nbsp;IRIT and CEA List. This paper proposes an approach to adversarial example threat specification and detection in component-based software architecture models using first-order and modal logic. The general idea of the approach is to [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":431,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[41],"tags":[],"class_list":["post-1520","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-publication"],"acf":{"cu_post_thumbnail":""},"_links":{"self":[{"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/posts\/1520","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/comments?post=1520"}],"version-history":[{"count":3,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/posts\/1520\/revisions"}],"predecessor-version":[{"id":1534,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/posts\/1520\/revisions\/1534"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/media\/431"}],"wp:attachment":[{"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/media?parent=1520"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/categories?post=1520"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/tags?post=1520"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}