{"id":19248,"date":"2023-11-06T08:55:37","date_gmt":"2023-11-06T08:55:37","guid":{"rendered":"https:\/\/www.stroople.com\/?p=19248"},"modified":"2024-07-26T13:36:46","modified_gmt":"2024-07-26T13:36:46","slug":"ia-generative-implications-en-matiere-de-securite-monde-de-lart","status":"publish","type":"post","link":"https:\/\/www.stroople.com\/fr\/generative-ai-security-implications-art-world\/","title":{"rendered":"Attaques par empoisonnement de donn\u00e9es"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"19248\" class=\"elementor elementor-19248\" wpc-filter-elementor-widget=\"1\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-12249bab elementor-section-boxed elementor-section-height-default elementor-section-height-default syd-sticky-section-no\" data-id=\"12249bab\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-10f17124 syd-sticky-section-no\" data-id=\"10f17124\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f25e00d syd-sticky-section-no elementor-widget elementor-widget-text-editor\" data-id=\"f25e00d\" data-element_type=\"widget\" data-e-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\t\t\n<p class=\"wp-block-paragraph\">Data Poisoning Attacks: A Novel Attack Vector within AI<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1fbd379 elementor-section-items-stretch elementor-section-height-min-height elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default syd-sticky-section-no\" data-id=\"1fbd379\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-004d89c syd-sticky-section-no\" data-id=\"004d89c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f6acb9d syd-sticky-section-no elementor-widget elementor-widget-heading\" data-id=\"f6acb9d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Data Poisoning Attacks<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5db3215 syd-sticky-section-no elementor-widget elementor-widget-heading\" data-id=\"5db3215\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">A Novel Attack Vector within AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98bc0c6 elementor-widget-divider--view-line syd-sticky-section-no elementor-widget elementor-widget-divider\" data-id=\"98bc0c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f1a417 elementor-align-center elementor-icon-list--layout-traditional elementor-list-item-link-full_width syd-sticky-section-no elementor-widget elementor-widget-icon-list\" data-id=\"7f1a417\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#aboutus\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Scroll Down<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6dd9566 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default syd-sticky-section-no\" data-id=\"6dd9566\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-dbb8fa9 syd-sticky-section-no\" data-id=\"dbb8fa9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79cc619 syd-sticky-section-no elementor-widget elementor-widget-spacer\" data-id=\"79cc619\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e95c889 syd-sticky-section-no elementor-widget elementor-widget-text-editor\" data-id=\"e95c889\" data-element_type=\"widget\" data-e-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\t\t<p>Recent advancements in the field of generative AI for images have paved the way for an unprecedented world of creativity, yet they are not without significant legal and security challenges.<\/p>\n<p>With the rise of AI-powered image generators such as DALL-E, MidJourney, and Stable Diffusion, many artists are concerned about their ability to imitate their styles, enabling others to mimic them simply by providing a description like &#8220;a painting in the style of Christopher Wool.&#8221; This widespread use of image exploitation on the web indeed raises legal questions related to intellectual property. In February 2023, Getty Images sued the developers of Stability AI, the publisher of Stable Diffusion, in the High Court of London to protect its copyrights.<\/p>\n<p>In response, a new tool, known as <strong><a href=\"https:\/\/arxiv.org\/\"><span style=\"text-decoration: underline;\">Nightshade<\/span><\/a><\/strong>, has emerged, offering artists a means to preserve the integrity of their creations against unauthorized use of their works in AI training datasets. This new technology allows artists to make invisible modifications to the pixels of their works, disrupting the &#8220;text2image&#8221; function of AIs in a chaotic and unpredictable manner. Designed to &#8220;poison the data&#8221; of generative AIs, it renders the results useless or distorted.<\/p>\n<p><a href=\"https:\/\/glaze.cs.uchicago.edu\/download.html?utm_campaign=Insider&amp;utm_source=hs_email&amp;utm_medium=email&amp;_hsenc=p2ANqtz-_OjfAz7nueTpHDgO293IVui5BttVSTsSpQB7OoUoY5gSCAEvi0IWD03BwclniP9oFe2rlH\"><span style=\"text-decoration: underline;\"><strong>Glaze<\/strong><\/span><\/a>, another tool, works to conceal an artist&#8217;s unique style to prevent its replication. Glaze was developed to preserve artists&#8217; personal styles. By delicately altering image pixels, Glaze prevents AIs from imitating the artistic style.<\/p>\n<p>As technology advances, it&#8217;s likely that a technological race will emerge between the creators of these protection tools and developers of large-scale generative AIs.<\/p>\n<p>However, with these promising advancements, there is also a potential risk of malicious use of data poisoning techniques. An artificial intelligence poisoning attack occurs when training data is intentionally altered, leading to erroneous decisions by the AI model. These alterations, often subtle, create biases that affect the outputs and decision-making of the model. Thus, the attacker aims to manipulate the behavior of the AI system according to their own intentions.<\/p>\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-b470159 syd-sticky-section-no elementor-widget elementor-widget-heading\" data-id=\"b470159\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Understanding Different Types of AI Data Corruption Attacks<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ff644f syd-sticky-section-no elementor-widget elementor-widget-text-editor\" data-id=\"9ff644f\" data-element_type=\"widget\" data-e-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\t\t<p>Attackers with access to training data can corrupt an AI system. It is therefore essential to understand these different types of attacks.<\/p>\n<p>\ud83d\udca3 <strong>Stealthy Attacks<\/strong>: Attackers introduce incorrectly labeled or malicious data into the training set to disrupt the model&#8217;s behavior.<\/p>\n<p>\ud83d\udc49 More information: <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/research.ibm.com\/publications\/stealthy-poisoning-attack-on-certified-robustness?utm_campaign=Insider&amp;utm_source=hs_email&amp;utm_medium=email&amp;_hsenc=p2ANqtz-_OjfAz7nueTpHDgO293IVui5BttVSTsSpQB7OoUoY5gSCAEvi0IWD03BwclniP9oFe2rlH\" target=\"_blank\" rel=\"noopener\" data-hs-link-id=\"0\">Stealthy Poisoning Attack on Certified Robustness for NeurIPS 2020 | IBM Research.<\/a><\/strong><\/span><\/p>\n<p>\ud83d\udca3 <strong>Label Poisoning<\/strong>: Attackers insert erroneous or malicious data into the training set to influence the model&#8217;s behavior during inference.<\/p>\n<p>\ud83d\udc49 More information:<span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/arxiv.org\/abs\/2002.11497?utm_campaign=Insider&amp;utm_source=hs_email&amp;utm_medium=email&amp;_hsenc=p2ANqtz-_OjfAz7nueTpHDgO293IVui5BttVSTsSpQB7OoUoY5gSCAEvi0IWD03BwclniP9oFe2rlH\" target=\"_blank\" rel=\"noopener\" data-hs-link-id=\"0\">[2002.11497] On the Effectiveness of Mitigating Data Poisoning Attacks with Gradient Shaping (arxiv.org)<\/a><\/strong><\/span><\/p>\n<p>\ud83d\udca3 <strong>Training Data Poisoning<\/strong>: During training data poisoning, attackers alter a significant portion of the training data to influence the AI model&#8217;s learning process. These deceptive or malicious examples enable the attacker to bias the model&#8217;s decision-making in favor of a specific outcome.<\/p>\n<p>\ud83d\udc49 More information: <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3128572.3140450?utm_campaign=Insider&amp;utm_source=hs_email&amp;utm_medium=email&amp;_hsenc=p2ANqtz-_OjfAz7nueTpHDgO293IVui5BttVSTsSpQB7OoUoY5gSCAEvi0IWD03BwclniP9oFe2rlH\" target=\"_blank\" rel=\"noopener\" data-hs-link-id=\"0\">Mitigating Poisoning Attacks on Machine Learning Models | Proceedings of the 10th ACM Workshop on Artificial Intelligence and Security<\/a><\/span><\/strong><\/p>\n<p>\ud83d\udca3<strong>Model Inversion Attack<\/strong>: A model inversion attack is a method used by attackers to deduce sensitive information from machine learning models. The attacker leverages the model&#8217;s predictions and auxiliary information to reconstruct the original input data. This type of attack is particularly concerning in scenarios where the model has been trained on sensitive data, such as medical records or personal identifiers.<\/p>\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-6418794 syd-sticky-section-no elementor-widget elementor-widget-heading\" data-id=\"6418794\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Safeguarding AI Models: Implementing Robust Security Measures and Data Preprocessing Techniques<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08fb83f syd-sticky-section-no elementor-widget elementor-widget-text-editor\" data-id=\"08fb83f\" data-element_type=\"widget\" data-e-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\t\t<p>While researchers emphasize that a large number of altered samples would be needed to cause significant damage to AI models, it is clear that security measures must be implemented to prevent any misuse of these innovative tools.<\/p>\n<p>Data cleansing and preprocessing techniques should be implemented to filter potential attacks and ensure the integrity of data sources. Anomaly detection methods should be used to monitor incoming data and identify suspicious patterns.<\/p>\n<p>In this context, model architectures should also be designed robustly with built-in defenses against malicious inputs. This involves continuously monitoring model performance and identifying abnormal patterns indicating a possible data breach.<\/p>\n<p>Stringent security measures should be implemented to protect training data from unauthorized manipulation and verify inputs to ensure data and source integrity.<\/p>\n<p>The use of secure training environments and training pipeline management protocols is essential to ensure resilience against attacks. For instance, <a href=\"https:\/\/platform.openai.com\/docs\/guides\/safety-best-practices?utm_campaign=Insider&amp;utm_source=hs_email&amp;utm_medium=email&amp;_hsenc=p2ANqtz-_OjfAz7nueTpHDgO293IVui5BttVSTsSpQB7OoUoY5gSCAEvi0IWD03BwclniP9oFe2rlH\"><span style=\"text-decoration: underline;\"><strong>OpenAI<\/strong><\/span><\/a>\u00a0provides users of the API with a list of best practices in their documentation.<\/p>\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-8e091ef elementor-widget-divider--view-line_icon elementor-view-default elementor-widget-divider--element-align-center syd-sticky-section-no elementor-widget elementor-widget-divider\" data-id=\"8e091ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon elementor-divider__element\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-star\"><\/i><\/div>\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cfb1c6d syd-sticky-section-no elementor-widget elementor-widget-text-editor\" data-id=\"cfb1c6d\" data-element_type=\"widget\" data-e-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\t\t<p>Cybersecurity is becoming a major concern in the realm of art and AI, highlighting the need to develop robust strategies to protect against data poisoning attacks and unauthorized replication.<\/p>\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-38bcccf syd-sticky-section-no elementor-widget elementor-widget-testimonial\" data-id=\"38bcccf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-testimonial-meta elementor-has-image elementor-testimonial-image-position-aside\">\n\t\t\t\t<div class=\"elementor-testimonial-meta-inner\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-image\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1394\" height=\"1511\" src=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2023\/09\/JFS.jpg\" class=\"attachment-full size-full wp-image-19214\" alt=\"\" srcset=\"https:\/\/www.stroople.com\/wp-content\/uploads\/2023\/09\/JFS.jpg 1394w, https:\/\/www.stroople.com\/wp-content\/uploads\/2023\/09\/JFS-277x300.jpg 277w, https:\/\/www.stroople.com\/wp-content\/uploads\/2023\/09\/JFS-945x1024.jpg 945w, https:\/\/www.stroople.com\/wp-content\/uploads\/2023\/09\/JFS-768x832.jpg 768w, https:\/\/www.stroople.com\/wp-content\/uploads\/2023\/09\/JFS-11x12.jpg 11w, https:\/\/www.stroople.com\/wp-content\/uploads\/2023\/09\/JFS-1000x1084.jpg 1000w, https:\/\/www.stroople.com\/wp-content\/uploads\/2023\/09\/JFS-230x249.jpg 230w, https:\/\/www.stroople.com\/wp-content\/uploads\/2023\/09\/JFS-350x379.jpg 350w, https:\/\/www.stroople.com\/wp-content\/uploads\/2023\/09\/JFS-480x520.jpg 480w\" sizes=\"(max-width: 1394px) 100vw, 1394px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-details\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-name\">Jean-Fran\u00e7ois SCHOONHEERE<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-job\">CEO &amp; 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