{"id":181320,"date":"2024-04-23T16:51:32","date_gmt":"2024-04-23T15:51:32","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=181320"},"modified":"2024-03-03T17:10:53","modified_gmt":"2024-03-03T16:10:53","slug":"trojan-net-a-revolution-in-attacks-against-artificial-intelligence-models","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/trojan-net-a-revolution-in-attacks-against-artificial-intelligence-models","title":{"rendered":"Trojan Net: a revolution in attacks against artificial intelligence models"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"181320\" class=\"elementor elementor-181320\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d38b129 e-flex e-con-boxed e-con\" data-id=\"d38b129\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6d83bfa e-con-full e-flex e-con\" data-id=\"6d83bfa\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-014d22c elementor-widget elementor-widget-text-editor\" data-id=\"014d22c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<h2>In a paper called &#8216;An Embarrassingly Simple Approach for Trojan Attack in Deep Neural Networks&#8217; published by Texas A&amp;M University, researchers highlight a new kind of computer attack: TrojanNet attacks. These attacks, targeted against machine learning models and more specifically against the deep neural networks of deep learning algorithms, are revolutionary because they are so easy to carry out, and therefore so accessible to even the smallest hacker.<\/h2>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2dfb3b elementor-widget elementor-widget-text-editor\" data-id=\"b2dfb3b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>How does this attack work?<\/p><p>What are the dangers of this attack?<\/p><p>How can we protect ourselves?<\/p><p>Here&#8217;s an overview of this <a href=\"https:\/\/datascientest.com\/en\/adversarial-attack-definition-and-protection-against-this-threat\"><strong>new attack,<\/strong> <\/a>which is raising many questions.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02d3396 elementor-widget elementor-widget-heading\" data-id=\"02d3396\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h3 class=\"elementor-heading-title elementor-size-default\">TrojanNet attacks: how they work<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1cfeaa elementor-widget elementor-widget-text-editor\" data-id=\"e1cfeaa\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>TrojanNet<\/strong> attacks target the deep neural networks (DNN) of <a href=\"https:\/\/datascientest.com\/en\/unleashing-artistic-expression-with-deep-learning-style-transfer\">Deep Learning<\/a> models. <a href=\"https:\/\/datascientest.com\/en\/deep-learning-python-unveiling-the-basics\">Deep Learning<\/a> is currently the most common Machine Learning technique. Inspired by the workings of the human brain, it is based on a <a href=\"https:\/\/datascientest.com\/en\/convolutional-neural-network-everything-you-need-to-know\">network of artificial neurons<\/a>. This network can contain more or fewer layers, and the more layers there are, the deeper the network.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51638b6 elementor-widget elementor-widget-image\" data-id=\"51638b6\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.futura-sciences.com\/tech\/definitions\/intelligence-artificielle-deep-learning-17262\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"275\" src=\"https:\/\/datascientest.com\/en\/files\/2021\/09\/unnamed-2.jpeg\" class=\"attachment-large size-large wp-image-104762\" alt=\"Source : \u00a9 MapR, C.D, Futura\" srcset=\"https:\/\/datascientest.com\/en\/files\/2021\/09\/unnamed-2.jpeg 512w, https:\/\/datascientest.com\/en\/files\/2021\/09\/unnamed-2-300x161.jpeg 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Source : \u00a9 MapR, C.D, Futura<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7ec38c elementor-widget elementor-widget-text-editor\" data-id=\"d7ec38c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>To understand how TrojanNet attacks work, we need to look at the classic attacks against DNNs in deep learning models.<\/p><p>These are known as <strong>Backdoor Trojan attacks.<\/strong> In other words, a computer is taken over remotely, via a &#8216;Trojan horse&#8217;, which is malicious software that nevertheless takes the form of harmless software.<\/p><p>What is the aim of these attacks?<\/p><p>The<a href=\"https:\/\/datascientest.com\/en\/cybersecurity-the-ultimate-guide\"> hacker will access the machine learning model,<\/a> and re-train it to react to hidden triggers. This will have the dual effect of distorting the model&#8217;s results if these triggers are hidden in the image, and reducing the model&#8217;s overall accuracy.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45cda98 elementor-widget elementor-widget-image\" data-id=\"45cda98\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/portswigger.net\/daily-swig\/trojannet-a-simple-yet-effective-attack-on-machine-learning-models\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"237\" src=\"https:\/\/datascientest.com\/en\/files\/2021\/09\/unnamed-1-2.png\" class=\"attachment-large size-large wp-image-104770\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2021\/09\/unnamed-1-2.png 512w, https:\/\/datascientest.com\/en\/files\/2021\/09\/unnamed-1-2-300x139.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1759670 elementor-widget elementor-widget-text-editor\" data-id=\"1759670\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>TrojanNet attacks<\/strong> have the same objective: to make the <a href=\"https:\/\/datascientest.com\/en\/all-about-deep-learning\">Deep Learning<\/a> model react erroneously if the triggers are hidden in the image. But they work differently. Instead of re-training the model, the hacker creates a parallel mini <strong>Deep Neural Network<\/strong>, trained to spot and react to these hidden triggers. Then, he combines the output of his model with the output of the existing model.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b714ddc elementor-widget elementor-widget-image\" data-id=\"b714ddc\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/portswigger.net\/daily-swig\/trojannet-a-simple-yet-effective-attack-on-machine-learning-models\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"354\" src=\"https:\/\/datascientest.com\/en\/files\/2021\/10\/unnamed-2.png\" class=\"attachment-large size-large wp-image-104893\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2021\/10\/unnamed-2.png 512w, https:\/\/datascientest.com\/en\/files\/2021\/10\/unnamed-2-300x207.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e46b068 elementor-widget elementor-widget-text-editor\" data-id=\"e46b068\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>TrojanNet<\/strong> attacks have several advantages over Trojan backdoor attacks.<\/p><ol><li>Firstly, the hacker doesn&#8217;t need to access the parameters of the existing model, which is often particularly complex.<\/li><li>In addition, these attacks do not alter the overall accuracy of the existing model, making them more difficult to detect.<\/li><li>Finally, <strong>TrojanNet attacks<\/strong> can be set on triggers over 100 times faster than traditional attacks. So, whereas conventional Trojan attacks were particularly resource-intensive and time-consuming, TrojanNet attacks can be carried out by basic computers.<\/li><li>As a result, this attack has become extremely accessible to even the smallest hacker.<\/li><\/ol>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9c3b53 elementor-widget elementor-widget-heading\" data-id=\"c9c3b53\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Threats and ways to defend against them<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68bb6e8 elementor-widget elementor-widget-text-editor\" data-id=\"68bb6e8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote><p>The widespread <strong>availability of TrojanNet attacks,<\/strong> coupled with our society&#8217;s increasing dependence on artificial intelligence models, represents a real danger.<\/p><p>Deep learning models are being used in an ever-increasing variety of sectors, from medical diagnostics to space exploration to autonomous cars. If a deep learning model running an autonomous car is attacked, it could well confuse a stop sign with a speed limit sign.<\/p><p>This attack is all the more problematic as it is very difficult to detect. As the attack is fairly recent, there is as yet no effective detection technique. While traditional detection tools can detect Trojan Backdoor attacks, by detecting digital traces of malware in binary files, they are no longer effective in the face of new TrojanNet attacks. However, a great deal of research is underway to develop tools and techniques enabling <a href=\"https:\/\/datascientest.com\/en\/artificial-intelligence-definition\">Artificial Intelligence<\/a> models to be more resistant to these attacks.<\/p><p><strong>TrojanNet<\/strong> attacks are therefore probably a revolution in attacks on Machine Learning models. Data Scientists and <a href=\"https:\/\/datascientest.com\/en\/become-a-data-engineer-the-must-have-skills\">Data Engineers<\/a> build and put into production predictive artificial intelligence models, and are therefore particularly concerned by this new attack. If you&#8217;d like to find out more about how these models work and how to protect them, take a look at our training courses in the data profession via this link.<\/p><\/blockquote>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f33a2ca elementor-align-center elementor-widget elementor-widget-button\" data-id=\"f33a2ca\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Find out more about DataScientest training courses<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-383feb3 e-flex e-con-boxed e-con\" data-id=\"383feb3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-937bc02 elementor-widget elementor-widget-html\" data-id=\"937bc02\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": {\n    \"@type\": \"Question\",\n    \"name\": \"TrojanNet attacks: how do they work?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"TrojanNet attacks target deep neural networks (DNNs) in Deep Learning models. Deep Learning is currently the most common Machine Learning technique. This technique, inspired by the workings of the human brain, is based on a network of artificial neurons. This network can contain more or fewer layers, and the more layers there are, the deeper the network.\"\n    }\n  }\n}\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>In a paper called &#8216;An Embarrassingly Simple Approach for Trojan Attack in Deep Neural Networks&#8217; published by Texas A&amp;M University, researchers highlight a new kind of computer attack: TrojanNet attacks. These attacks, targeted against machine learning models and more specifically against the deep neural networks of deep learning algorithms, are revolutionary because they are so [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":181321,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2421],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Trojan Net: a revolution in attacks against artificial intelligence models<\/title>\n<meta name=\"description\" content=\"Explore the groundbreaking Trojan Net, a novel approach revolutionizing attacks against artificial intelligence models. 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