{"id":206356,"date":"2026-04-24T11:00:00","date_gmt":"2026-04-24T09:00:00","guid":{"rendered":"https:\/\/lineact.cesi.fr\/?p=206356"},"modified":"2026-04-20T10:48:17","modified_gmt":"2026-04-20T08:48:17","slug":"a-look-from-researchers-safa-ben-ayed","status":"publish","type":"post","link":"https:\/\/lineact.cesi.fr\/en\/a-look-from-researchers-safa-ben-ayed\/","title":{"rendered":"A Look from Researchers \u2013 Safa BEN AYED"},"content":{"rendered":"\n<section class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group wrapper__inner is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group editorial__picture editorial__aside is-style-editorial-aside-big editorial__aside--picture is-layout-flow wp-block-group-is-layout-flow\">\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" data-id=\"1336822\" src=\"https:\/\/www.cesi.fr\/wp-content\/uploads\/2026\/04\/SAFA-ENG.png\" alt=\"\" class=\"wp-image-1336822\" \/><\/figure>\n<\/figure>\n<\/div>\n\n\n\n<p><strong>On this page :<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"#shape\">What are you currently working on, and how does your research take shape in practice ?<\/a><\/li>\n\n\n\n<li><a href=\"#work\">What motivates you in your work, and what does this experience bring you ?<\/a><\/li>\n\n\n\n<li><a href=\"#major\">In your opinion, what are the major challenges of artificial intelligence today ?<\/a><br><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p><em>3 questions to Safa BEN AYED<\/em><strong><br><br>Teacher\u2013Researcher, within the CESI LINEACT research unit and member of the Engineering and Digital Tools team<\/strong>.<\/p>\n\n\n\n<p>Safa works on developing artificial intelligence models capable of making reliable decisions, even in uncertain contexts. As the recipient of a national call for projects dedicated to \u201cAI pioneers,\u201d her research sits at the intersection of scientific, industrial, and societal challenges.<\/p>\n<\/div>\n<\/section>\n\n\n\n<div id=\"shape\" class=\"wp-block-group section is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group wrapper__inner is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading title--2 is-style-title-cesi-underline\"><span><strong>What are you currently working on, and how does your research take shape in practice ?<\/strong><\/span><\/h2>\n\n\n\n<p>I work on artificial intelligence models that can operate with imperfect data. In real-world situations, information is often incomplete, imprecise, or even contradictory\u2026 and yet, decisions still have to be made.<\/p>\n\n\n\n<p>My work therefore focuses on making these decisions more reliable. To achieve this, I use an approach that combines multiple sources of information, even when they do not fully agree with each other.<\/p>\n\n\n\n<p>These research efforts are already applied to very concrete cases, such as anticipating machine failures or optimizing energy consumption in buildings.<\/p>\n\n\n\n<p>Today, I am also leading a project as part of a national call for proposals in artificial intelligence. We apply our work to the agricultural sector: for example, analyzing images or sensor data to detect diseases or determine the optimal time for irrigation.<\/p>\n\n\n\n<p>At this stage, we are still in the research phase, but the goal is to collaborate with an industrial partner to turn these results into a concrete solution.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div id=\"work\" class=\"wp-block-group section has-grey-background-color has-background is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group wrapper__inner is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading title--2 is-style-title-cesi-underline\"><span><strong>What motivates you in your work, and what does this experience bring you ?<\/strong><\/span><\/h2>\n\n\n\n<p>Research is truly a passion for me. What I enjoy most is being able to test, explore, and adjust\u2026 nothing is ever fixed, and we are constantly learning.<\/p>\n\n\n\n<p>I also really enjoy teaching, so the connection with education is very important to me.<\/p>\n\n\n\n<p>Leading this project is a major step. It\u2019s the first time I have initiated a project of this scale, so it is both stimulating and demanding. Being selected in a national call for projects like this is also a form of recognition for the work accomplished.<\/p>\n\n\n\n<p>It motivates me to go further, to keep proposing ideas, and to get involved in other projects, even if the pace can sometimes be intense.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div id=\"major\" class=\"wp-block-group section is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group wrapper__inner is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading title--2 is-style-title-cesi-underline\"><span><span><br><\/span><strong>In your opinion, what are the major challenges of artificial intelligence today ?<\/strong><\/span><\/h2>\n\n\n\n<p>One of the main challenges is trust. Today, many AI systems produce results without us fully understanding how they reach them. We therefore need to make them more transparent.<\/p>\n\n\n\n<p>There is also the issue of bias. AI learns from data\u2026 so if that data is imperfect or unbalanced, the results will be too.<\/p>\n\n\n\n<p>Another key challenge is data control. Today, data is largely held by major international players, which raises questions about independence.<\/p>\n\n\n\n<p>In the coming years, AI will undoubtedly continue to expand into our daily lives. However, it will not replace humans it will mainly help them make better decisions.<\/p>\n\n\n\n<p>That is why it is essential to train students in its use. Not necessarily for everyone to become experts, but to understand how it works, and above all, its limitations.<\/p>\n\n\n\n<p><strong><em> Safa&#8217;s advice to future researchers :<\/em><\/strong><\/p>\n\n\n\n<div class=\"wp-block-group editorial__quote is-layout-flow wp-block-group-is-layout-flow\"><span class=\"icon icon_quotes\"><\/span>\n<blockquote class=\"wp-block-quote title--2 is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Believe in your ideas, even when they seem simple. They are often the ones that go the furthest.<\/p>\n<cite><strong>Safa BEN AYED<\/strong><\/cite><\/blockquote>\n<\/div>\n\n\n\n<p><\/p>\n<\/div>\n<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Discover the profile of Safa BEN AYED in A Look from Researchers.<\/p>\n","protected":false},"author":253,"featured_media":206357,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[466,428],"tags":[],"class_list":["post-206356","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-actualites","category-news"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>A Look from Researchers \u2013 Safa BEN AYED - CESI LINEACT<\/title>\n<meta name=\"description\" content=\"Discover the profile of Safa BEN AYED in A Look from Researchers.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/lineact.cesi.fr\/en\/a-look-from-researchers-safa-ben-ayed\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A Look from Researchers \u2013 Safa BEN AYED - 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