{"id":12046,"date":"2025-12-16T13:58:45","date_gmt":"2025-12-16T13:58:45","guid":{"rendered":"https:\/\/novelis.io\/?post_type=research-lab&#038;p=12046"},"modified":"2025-12-16T14:02:12","modified_gmt":"2025-12-16T14:02:12","slug":"notre-equipe-rd-a-la-conference-internationale-aisa25-dediee-a-lia-appliquee-a-des-enjeux-concrets","status":"publish","type":"research-lab","link":"https:\/\/novelis.io\/fr\/research-lab\/notre-equipe-rd-a-la-conference-internationale-aisa25-dediee-a-lia-appliquee-a-des-enjeux-concrets\/","title":{"rendered":"Notre \u00e9quipe R&amp;D \u00e0 la conf\u00e9rence internationale AISA\u201925, d\u00e9di\u00e9e \u00e0 l\u2019IA appliqu\u00e9e \u00e0 des enjeux concrets"},"content":{"rendered":"\n<p>L\u2019intelligence artificielle progresse vite. Mais pour les entreprises, la vraie question reste la m\u00eame :&nbsp;<strong>comment transformer ces avanc\u00e9es en solutions fiables, utiles et r\u00e9ellement exploitables par les \u00e9quipes m\u00e9tiers ?<\/strong>&nbsp;<\/p>\n\n\n\n<p>C\u2019est pr\u00e9cis\u00e9ment l\u2019objectif des travaux que notre \u00e9quipe R&amp;D a pr\u00e9sent\u00e9s lors de la&nbsp;<strong>3\u1d49 \u00e9dition de la conf\u00e9rence internationale AISA\u201925 (Artificial&nbsp;Intelligence and Smart Applications)<\/strong>, un \u00e9v\u00e9nement scientifique d\u00e9di\u00e9 \u00e0 l\u2019IA appliqu\u00e9e \u00e0 des probl\u00e9matiques concr\u00e8tes.&nbsp;<\/p>\n\n\n\n<p><strong>De la recherche \u00e0 l\u2019usage op\u00e9rationnel<\/strong>&nbsp;<\/p>\n\n\n\n<p>Les contributions pr\u00e9sent\u00e9es \u00e0 AISA\u201925 s\u2019inscrivent dans une logique claire :&nbsp;<strong>r\u00e9duire l\u2019\u00e9cart entre les capacit\u00e9s techniques de l\u2019IA et les besoins r\u00e9els des organisations<\/strong>.&nbsp;<\/p>\n\n\n\n<p>Nos travaux portent notamment sur trois enjeux cl\u00e9s rencontr\u00e9s sur le terrain :&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Comprendre le langage m\u00e9tier<\/strong>, m\u00eame lorsqu\u2019il est impr\u00e9cis ou non technique\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Transformer une intention exprim\u00e9e en langage naturel en actions automatis\u00e9es<\/strong>\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Interagir de mani\u00e8re fiable avec des interfaces num\u00e9riques complexes<\/strong>\u00a0<\/li>\n<\/ul>\n\n\n\n<p>Ces probl\u00e9matiques sont au c\u0153ur des projets d\u2019automatisation et de pilotage des processus.&nbsp;<\/p>\n\n\n\n<p><strong>Ce que ces avanc\u00e9es changent concr\u00e8tement<\/strong>&nbsp;<\/p>\n\n\n\n<p><strong><em>1. Une meilleure compr\u00e9hension des demandes m\u00e9tiers<\/em><\/strong>&nbsp;<\/p>\n\n\n\n<p>Les recherches autour du raisonnement des mod\u00e8les de langage permettent de mieux interpr\u00e9ter des textes complexes, incomplets ou ambigus.&nbsp;<br>Pour les entreprises, cela signifie moins d\u2019erreurs d\u2019interpr\u00e9tation et des automatisations plus coh\u00e9rentes avec la r\u00e9alit\u00e9 op\u00e9rationnelle.&nbsp;<\/p>\n\n\n\n<p><strong><em>2. Des workflows g\u00e9n\u00e9r\u00e9s \u00e0 partir du langage naturel<\/em><\/strong>&nbsp;<\/p>\n\n\n\n<p>Avec des approches comme le&nbsp;<em>Text2Workflow<\/em>, il devient possible de d\u00e9crire un processus en quelques phrases et de g\u00e9n\u00e9rer automatiquement un workflow ex\u00e9cutable.&nbsp;<br>B\u00e9n\u00e9fice direct : plus d\u2019autonomie pour les \u00e9quipes m\u00e9tiers et des d\u00e9lais de mise en \u0153uvre fortement r\u00e9duits.&nbsp;<\/p>\n\n\n\n<p><strong><em>3. Des interactions plus fiables avec les applications existantes<\/em><\/strong>&nbsp;<\/p>\n\n\n\n<p>Les travaux sur la compr\u00e9hension des interfaces utilisateurs par des mod\u00e8les multimodaux (texte + image) renforcent la capacit\u00e9 des syst\u00e8mes d\u2019IA \u00e0 agir dans des environnements applicatifs vari\u00e9s.&nbsp;<br>R\u00e9sultat : des automatisations plus stables, m\u00eame lorsque les interfaces \u00e9voluent.&nbsp;<\/p>\n\n\n\n<p><strong>Une IA pens\u00e9e pour durer<\/strong>&nbsp;<\/p>\n\n\n\n<p>Pr\u00e9senter ces travaux dans un cadre scientifique international n\u2019est pas un exercice th\u00e9orique.&nbsp;<br>C\u2019est une \u00e9tape essentielle pour&nbsp;<strong>tester, comparer et valider les approches<\/strong>&nbsp;avant leur int\u00e9gration dans des solutions utilis\u00e9es au quotidien.&nbsp;<\/p>\n\n\n\n<p>Cette d\u00e9marche garantit :&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>des\u00a0technologies plus robustes,\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>une\u00a0meilleure explicabilit\u00e9 des d\u00e9cisions prises par l\u2019IA,\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>une\u00a0\u00e9volution continue bas\u00e9e sur des fondations solides.\u00a0<\/li>\n<\/ul>\n\n\n\n<p><strong>Projection : vers une IA plus accessible et plus ma\u00eetris\u00e9e<\/strong>&nbsp;<\/p>\n\n\n\n<p>Ces recherches nourrissent directement l\u2019\u00e9volution de nos solutions d\u2019automatisation et de pilotage des processus.&nbsp;<br>Notre ambition est simple :&nbsp;<strong>mettre l\u2019IA au service des m\u00e9tiers<\/strong>, sans complexit\u00e9 inutile, et avec un contr\u00f4le r\u00e9el pour les utilisateurs.&nbsp;<\/p>\n\n\n\n<p>\u00c0 court et moyen terme, cela se traduit par :&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>des\u00a0outils plus simples \u00e0 configurer,\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>des\u00a0processus automatis\u00e9s plus fiables,\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>une\u00a0adoption plus rapide par les \u00e9quipes op\u00e9rationnelles.\u00a0<\/li>\n<\/ul>\n\n\n\n<p>La recherche appliqu\u00e9e n\u2019est pas une fin en soi.&nbsp;<br>C\u2019est un levier concret pour construire des solutions d\u2019IA utiles, ma\u00eetris\u00e9es et align\u00e9es avec les enjeux business d\u2019aujourd\u2019hui et de demain.&nbsp;ed with today\u2019s and tomorrow\u2019s business challenges.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"755\" height=\"495\" src=\"https:\/\/novelis.io\/wp-content\/uploads\/2025\/12\/thumbnail_image.png\" alt=\"\" class=\"wp-image-12039\" style=\"width:520px;height:auto\" srcset=\"https:\/\/novelis.io\/wp-content\/uploads\/2025\/12\/thumbnail_image.png 755w, https:\/\/novelis.io\/wp-content\/uploads\/2025\/12\/thumbnail_image-600x393.png 600w, 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