{"id":13825,"date":"2024-08-13T12:22:25","date_gmt":"2024-08-13T12:22:25","guid":{"rendered":"https:\/\/dailyai.com\/?p=13825"},"modified":"2024-08-13T12:22:25","modified_gmt":"2024-08-13T12:22:25","slug":"ai-scientist-performs-fully-automatic-scientific-discovery","status":"publish","type":"post","link":"https:\/\/dailyai.com\/fr\/2024\/08\/ai-scientist-performs-fully-automatic-scientific-discovery\/","title":{"rendered":"L'\"AI Scientist\" r\u00e9alise des d\u00e9couvertes scientifiques enti\u00e8rement automatis\u00e9es"},"content":{"rendered":"

Le laboratoire de recherche japonais Sakana AI a mis au point The AI Scientist, un cadre pour la recherche et la d\u00e9couverte scientifiques enti\u00e8rement automatiques.<\/strong><\/p>\n

La communaut\u00e9 scientifique utilise d\u00e9j\u00e0 des mod\u00e8les d'IA pour automatiser ou assister ses recherches, mais ces mod\u00e8les ne repr\u00e9sentent qu'une petite partie du processus scientifique. Gr\u00e2ce aux progr\u00e8s de l'IA agentique, nous voyons aujourd'hui des agents d'IA qui agissent de mani\u00e8re autonome sur diff\u00e9rentes plateformes, avec moins de conseils humains.<\/p>\n

Avec The AI Scientist, Sakana AI a cr\u00e9\u00e9 un syst\u00e8me qui utilise un LLM comme GPT-4o ou Gemini pour automatiser l'ensemble du processus scientifique, de l'id\u00e9ation \u00e0 la recherche, en passant par l'exp\u00e9rimentation et m\u00eame la r\u00e9daction et l'examen des documents de recherche.<\/p>\n

L'objectif ultime est de disposer d'un outil de recherche en IA qui permette d'effectuer des d\u00e9couvertes scientifiques enti\u00e8rement automatis\u00e9es et ouvertes. The AI Scientist nous donne un aper\u00e7u des possibilit\u00e9s que cela devienne une r\u00e9alit\u00e9.<\/p>\n

Le processus du scientifique de l'IA<\/h2>\n

En leur document<\/a>Sakana AI a expliqu\u00e9 comment le cadre a \u00e9t\u00e9 appliqu\u00e9 \u00e0 la recherche sur l'apprentissage automatique. Le domaine de recherche \u00e9tant largement d\u00e9fini, The AI Scientist est libre d'explorer toutes les directions de recherche possibles.<\/p>\n

Il commence par lancer un ensemble d'id\u00e9es, puis acc\u00e8de \u00e0 Semantic Scholar pour v\u00e9rifier si ces id\u00e9es repr\u00e9sentent de nouvelles pistes de recherche. Si c'est le cas, il utilise la g\u00e9n\u00e9ration automatique de code pour cr\u00e9er et ex\u00e9cuter des exp\u00e9riences.<\/p>\n

Le scientifique de l'IA compile ensuite l'explication de la recherche et les r\u00e9sultats exp\u00e9rimentaux dans un document de recherche accompagn\u00e9 de citations d'articles pertinents provenant de Semantic Scholar.<\/p>\n

Sakana AI a mis au point un syst\u00e8me automatis\u00e9 de r\u00e9vision des articles qui utilise un LLM pour \u00e9valuer l'article de recherche avec une pr\u00e9cision quasi humaine. Ce processus d'\u00e9valuation cr\u00e9e une boucle de r\u00e9troaction qui permet d'apporter des am\u00e9liorations it\u00e9ratives aux documents de recherche.<\/p>\n

\"\"
Le processus de r\u00e9daction et d'\u00e9valuation des recherches et des articles des scientifiques de l'IA. Source : Sakana AI<\/figcaption><\/figure>\n

Voici un exemple de l'un des documents de recherche cr\u00e9\u00e9s par The AI Scientist : \"DualScale Diffusion : Equilibrage adaptatif des caract\u00e9ristiques pour les mod\u00e8les g\u00e9n\u00e9ratifs \u00e0 faible dimension\".<\/a><\/p>\n

Le scientifique de l'IA ne dispose pas actuellement de capacit\u00e9s visuelles, de sorte que certains graphiques, trac\u00e9s et mises en page ne sont pas parfaits. L'utilisation des capacit\u00e9s de vision des mod\u00e8les multimodaux dans la prochaine it\u00e9ration permettra d'y rem\u00e9dier.<\/p>\n

Il souffre \u00e9galement de certaines des limitations auxquelles se heurtent les principaux mod\u00e8les d'IA, comme les hallucinations, les raisonnements illogiques et la comparaison de l'ordre de grandeur de deux nombres. Toutefois, la derni\u00e8re version de GPT-4o comprend enfin que 9,9 est plus grand que 9,11, ce qui devrait \u00e9galement s'am\u00e9liorer.<\/p>\n

Concernant le comportement<\/h2>\n

L'id\u00e9e d'un scientifique IA enti\u00e8rement automatis\u00e9 qui s'am\u00e9liore de mani\u00e8re r\u00e9cursive est \u00e0 la fois excitante et effrayante. Le scientifique de l'IA a fait preuve d'un comportement \u00e9mergent qui laisse entrevoir comment les choses pourraient mal tourner.<\/p>\n

Les chercheurs ont \"remarqu\u00e9 que The AI Scientist tente parfois d'augmenter ses chances de r\u00e9ussite, notamment en modifiant et en lan\u00e7ant son propre script d'ex\u00e9cution... Dans un autre cas, ses exp\u00e9riences ont pris trop de temps \u00e0 se terminer, atteignant notre limite de temps. Au lieu d'acc\u00e9l\u00e9rer l'ex\u00e9cution de son code, il a simplement essay\u00e9 de modifier son propre code pour prolonger le d\u00e9lai d'attente\".<\/p>\n

L'AI Scientist pourrait \u00eatre un outil pr\u00e9cieux pour les chercheurs, mais ses cr\u00e9ateurs affirment qu'il comporte \u00e9galement des risques importants d'utilisation abusive\".<\/p>\n

Pour un co\u00fbt moyen d'environ $15 par article de recherche, quelqu'un pourrait utiliser l'outil pour inonder un syst\u00e8me d'\u00e9valuation par les pairs d\u00e9j\u00e0 surcharg\u00e9. Si ces \u00e9valuateurs humains surcharg\u00e9s d\u00e9cidaient de passer par d\u00e9faut au syst\u00e8me d'\u00e9valuation automatis\u00e9 de Sakana AI, cela pourrait compromettre le contr\u00f4le de la qualit\u00e9 scientifique.<\/p>\n

Les chercheurs ont \u00e9galement not\u00e9 que The AI Scientist pouvait \u00eatre utilis\u00e9 de mani\u00e8re contraire \u00e0 l'\u00e9thique. Si on lui donne acc\u00e8s \u00e0 des \"laboratoires en nuage\" automatis\u00e9s, il pourrait \"cr\u00e9er de nouveaux virus dangereux ou des poisons qui nuisent aux gens avant que nous puissions intervenir. M\u00eame dans les ordinateurs, s'il est charg\u00e9 de cr\u00e9er de nouveaux logiciels int\u00e9ressants et fonctionnels, il pourrait cr\u00e9er des logiciels malveillants dangereux.<\/p>\n

Nous devrons voir comment les articles de recherche g\u00e9n\u00e9r\u00e9s par l'IA s'en sortent apr\u00e8s un examen humain, mais \u00e0 $15 par article, l'avenir de la recherche scientifique semble moins cher, plus rapide et beaucoup moins humain.<\/p>","protected":false},"excerpt":{"rendered":"

Le laboratoire de recherche japonais Sakana AI a mis au point The AI Scientist, un cadre pour la recherche et la d\u00e9couverte scientifiques enti\u00e8rement automatiques. La communaut\u00e9 scientifique utilise d\u00e9j\u00e0 des mod\u00e8les d'IA pour automatiser ou assister ses recherches, mais ces mod\u00e8les n'effectuent qu'une petite partie du processus scientifique. Gr\u00e2ce aux progr\u00e8s de l'IA agentique, nous voyons aujourd'hui des agents d'IA qui agissent de mani\u00e8re autonome sur diff\u00e9rentes plateformes, avec moins de conseils humains. Avec The AI Scientist, Sakana AI a cr\u00e9\u00e9 un syst\u00e8me qui utilise un LLM comme GPT-4o ou Gemini pour automatiser l'ensemble du processus scientifique, de l'id\u00e9ation \u00e0 la recherche, en passant par l'exp\u00e9rimentation et m\u00eame la r\u00e9daction et la r\u00e9vision de documents de recherche. Le syst\u00e8me<\/p>","protected":false},"author":6,"featured_media":13828,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[107,620],"class_list":["post-13825","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-generative-ai","tag-sakana-ai"],"yoast_head":"\n\u2018AI Scientist\u2019 performs fully automatic scientific discovery | DailyAI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/fr\/2024\/08\/ai-scientist-performs-fully-automatic-scientific-discovery\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u2018AI Scientist\u2019 performs fully automatic scientific discovery | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Japanese AI research lab Sakana AI has developed The AI Scientist, a framework for fully automatic scientific research and discovery. 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