{"id":834,"date":"2026-04-11T23:02:48","date_gmt":"2026-04-11T23:02:48","guid":{"rendered":"https:\/\/caisi.local\/research_project\/audit-tiers-ia-confiance\/"},"modified":"2026-04-20T23:42:43","modified_gmt":"2026-04-20T23:42:43","slug":"audit-tiers-ia-confiance","status":"publish","type":"research_project","link":"https:\/\/aisafety.ca\/fr\/research_project\/audit-tiers-ia-confiance\/","title":{"rendered":"Lois dimensionnelles, distributions des donn\u00e9es et dynamiques d\u2019apprentissage : les donn\u00e9es simul\u00e9es en physique des hautes \u00e9nergies comme r\u00e9f\u00e9rence pour \u00e9valuer les donn\u00e9es en conditions r\u00e9elles"},"content":{"rendered":"<p>La recherche th\u00e9orique actuelle en IA repose souvent sur une mod\u00e9lisation simpliste des donn\u00e9es, ce qui complique l\u2019examen de questions fondamentales li\u00e9es aux lois dimensionnelles ou \u00e0 la capacit\u00e9 des mod\u00e8les d\u2019apprendre r\u00e9ellement les param\u00e8tres latents sous-jacents. Gr\u00e2ce \u00e0 une m\u00e9thode de g\u00e9n\u00e9ration de donn\u00e9es fond\u00e9e sur la physique, le professeur \u00e0 l\u2019Universit\u00e9 de Toronto Yonatan Kahn souhaite fournir des donn\u00e9es de r\u00e9f\u00e9rence absolues (ground truth) aux chercheurs et chercheuses. Ceux-ci pourront ainsi pr\u00e9dire et tester certains m\u00e9canismes fondamentaux qui r\u00e9gissent l\u2019apprentissage, la g\u00e9n\u00e9ralisation et l\u2019\u00e9volution de l\u2019IA.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>D\u00e9velopper une m\u00e9thode de g\u00e9n\u00e9ration de donn\u00e9es fond\u00e9e sur la physique pour pr\u00e9dire et tester certains m\u00e9canismes fondamentaux qui r\u00e9gissent l\u2019apprentissage, la g\u00e9n\u00e9ralisation et l\u2019\u00e9volution de l\u2019IA.<\/p>\n","protected":false},"featured_media":648,"template":"","ai-safety-technique":[63,64],"application-area":[79],"project-type":[84],"research-theme":[92],"class_list":["post-834","research_project","type-research_project","status-publish","has-post-thumbnail","hentry","ai-safety-technique-evaluation-et-analyse-comparative","ai-safety-technique-interpretabilite-et-explicabilite","application-area-physique-et-chimie","project-type-projet-sur-lalignement-de-lia","research-theme-ia-fiable-et-interpretable"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Lois dimensionnelles, distributions des donn\u00e9es et dynamiques d\u2019apprentissage : les donn\u00e9es simul\u00e9es en physique des hautes \u00e9nergies comme r\u00e9f\u00e9rence pour \u00e9valuer les donn\u00e9es en conditions r\u00e9elles<\/title>\n<meta name=\"description\" content=\"D\u00e9velopper une m\u00e9thode 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