{"id":9,"date":"2026-07-13T12:45:38","date_gmt":"2026-07-13T12:45:38","guid":{"rendered":"http:\/\/vargas-solar.com\/marcel\/?page_id=9"},"modified":"2026-07-13T14:35:48","modified_gmt":"2026-07-13T14:35:48","slug":"resultats-attendus","status":"publish","type":"page","link":"https:\/\/vargas-solar.com\/marcel\/resultats-attendus\/","title":{"rendered":"RESULTATS ATTENDUS"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Ce travail contribuera \u00e0 l\u2019analyse avanc\u00e9e de graphes, \u00e0 la mod\u00e9lisation computationnelle des influences et \u00e0 l\u2019IA g\u00e9n\u00e9rative contrainte, ouvrant la voie \u00e0 de nouvelles m\u00e9thodes pour explorer, simuler et comprendre les dynamiques d\u2019influence dans des domaines \u00e0 forte complexit\u00e9 relationnelle. Les r\u00e9sultats attendus sont :<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Un ensemble d\u2019indicateurs num\u00e9riques robustes pour quantifier l\u2019influence et les tensions entre n\u0153uds ; <\/li>\n\n\n\n<li>Des mod\u00e8les de propagation d\u2019influence adapt\u00e9s aux graphes h\u00e9t\u00e9rog\u00e8nes ; <\/li>\n\n\n\n<li>Des m\u00e9canismes d\u2019int\u00e9gration de ces mesures dans des mod\u00e8les g\u00e9n\u00e9ratifs (GNN, diffusion, graph transformers) ; et <\/li>\n\n\n\n<li>D\u00e9monstrateur appliqu\u00e9 aux \u00e9cosyst\u00e8mes d\u2019influence dans les sciences et les arts. <\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">EXPECTED RESULTS<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">This work will contribute to advanced graph analysis, computational modelling of influence and constrained generative AI, paving the way for new methods to explore, simulate and understand the dynamics of influence in domains characterised by high relational complexity. The expected outcomes are:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A set of robust numerical indicators to quantify influence and tensions between nodes;<\/li>\n\n\n\n<li>Influence propagation models adapted to heterogeneous graphs;<\/li>\n\n\n\n<li>Mechanisms for integrating these measures into generative models (GNNs, diffusion, graph transformers); and<\/li>\n\n\n\n<li>A demonstrator applied to influence ecosystems in the sciences and the arts.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"alignright size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"427\" height=\"203\" src=\"http:\/\/vargas-solar.com\/marcel\/wp-content\/uploads\/sites\/67\/2026\/07\/marcel-funding.jpg\" alt=\"\" class=\"wp-image-39\" style=\"aspect-ratio:2.103533215302902;width:358px;height:auto\" srcset=\"https:\/\/vargas-solar.com\/marcel\/wp-content\/uploads\/sites\/67\/2026\/07\/marcel-funding.jpg 427w, https:\/\/vargas-solar.com\/marcel\/wp-content\/uploads\/sites\/67\/2026\/07\/marcel-funding-300x143.jpg 300w\" sizes=\"auto, (max-width: 427px) 100vw, 427px\" \/><\/figure>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Ce travail contribuera \u00e0 l\u2019analyse avanc\u00e9e de graphes, \u00e0 la mod\u00e9lisation computationnelle des influences et \u00e0 l\u2019IA g\u00e9n\u00e9rative contrainte, ouvrant la voie \u00e0 de nouvelles m\u00e9thodes pour explorer, simuler et comprendre les dynamiques d\u2019influence dans des domaines \u00e0 forte complexit\u00e9 relationnelle. Les r\u00e9sultats attendus sont : EXPECTED RESULTS This work will contribute to advanced graph [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width.php","meta":{"footnotes":""},"class_list":["post-9","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/vargas-solar.com\/marcel\/wp-json\/wp\/v2\/pages\/9","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vargas-solar.com\/marcel\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/vargas-solar.com\/marcel\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/vargas-solar.com\/marcel\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/vargas-solar.com\/marcel\/wp-json\/wp\/v2\/comments?post=9"}],"version-history":[{"count":4,"href":"https:\/\/vargas-solar.com\/marcel\/wp-json\/wp\/v2\/pages\/9\/revisions"}],"predecessor-version":[{"id":43,"href":"https:\/\/vargas-solar.com\/marcel\/wp-json\/wp\/v2\/pages\/9\/revisions\/43"}],"wp:attachment":[{"href":"https:\/\/vargas-solar.com\/marcel\/wp-json\/wp\/v2\/media?parent=9"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}