{"id":1381,"date":"2026-02-18T14:13:27","date_gmt":"2026-02-18T14:13:27","guid":{"rendered":"https:\/\/hria.utcluj.ro\/?page_id=1381"},"modified":"2026-02-18T19:37:47","modified_gmt":"2026-02-18T19:37:47","slug":"echipe-modele-multi-modale-neuro-simbolice","status":"publish","type":"page","link":"https:\/\/hria.utcluj.ro\/en\/echipe-modele-multi-modale-neuro-simbolice\/","title":{"rendered":"Echipe-Modele multi-modale neuro-simbolice"},"content":{"rendered":"
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Neuro-symbolic Multimodal Models<\/h2>\n<\/div>\n<\/div>\n\n\n\n
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Assoc. Prof. Dr. Eng.
Anca M\u0103rginean<\/h3>\n\n\n\n

Team Leader<\/p>\n<\/div>\n\n\n\n

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Badea Cornel Alexandru<\/h3>\n\n\n\n

Junior expert<\/p>\n<\/div>\n\n\n\n

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Totoian Marius-Hora\u021biu<\/h3>\n\n\n\n

Junior expert<\/p>\n<\/div>\n<\/div>\n\n\n\n

Neuro-symbolic foundation models (T1)<\/strong><\/mark><\/strong><\/p>\n\n\n\n

The main objective<\/strong> is to enable compositional reasoning across multiple modalities: language, vision, and structured knowledge. The dual aim is to reduce the \u201creasoning gap\u201d caused by the inherently statistical nature of large language models (LLMs), by integrating structured knowledge and symbolic reasoning, while also supporting evidence derived from both text and images.<\/p>\n\n\n\n

Research challenges \/ Novelty \/ Innovation<\/strong>
\n\u2022 Integration of structured knowledge
\n\u2022 Domain-adaptable data-level training recipes
\n\u2022 Agentic compositional reasoning
\n\u2022 Development of a use case: a medical assistant with access to knowledge about retinal diseases and multiple test images per patient<\/p>\n\n\n\n

Research results:<\/strong>
\n\u2022 Original algorithms and methods
\n\u2022 Demonstrator<\/p>\n\n\n\n

Innovate:<\/strong>
\u2022 Original neuro-symbolic solutions<\/p>","protected":false},"excerpt":{"rendered":"

Modele multi-modale neuro-simbolice Conf. dr. ing. Anca M\u0103rginean Team Leader Badea Cornel Alexandru Expert junior Totoian Marius-Hora\u021biu Expert junior Modele fundamentale neuro-simbolice (T1) Obiectivul principal este de a permite ra\u021bionamentul compozi\u021bional prin multiple modalit\u0103\u021bi: limbaj, viziune \u0219i cunoa\u0219tere structurat\u0103. Scopul dublu este de a reduce \u201ediferen\u021ba de ra\u021bionament\u201d cauzat\u0103 de natura intrinsec statistic\u0103 a modelelor… <\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"on","_themeisle_gutenberg_block_has_review":false,"footnotes":""},"class_list":["post-1381","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1381","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/comments?post=1381"}],"version-history":[{"count":4,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1381\/revisions"}],"predecessor-version":[{"id":1418,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1381\/revisions\/1418"}],"wp:attachment":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/media?parent=1381"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}