{"id":1012,"date":"2025-09-09T11:12:26","date_gmt":"2025-09-09T11:12:26","guid":{"rendered":"http:\/\/hria.utcluj.ro\/?page_id=1012"},"modified":"2026-02-18T20:10:32","modified_gmt":"2026-02-18T20:10:32","slug":"echipe-sisteme-inteligente-explicabile","status":"publish","type":"page","link":"https:\/\/hria.utcluj.ro\/en\/echipe-sisteme-inteligente-explicabile\/","title":{"rendered":"Echipe-Sisteme inteligente explicabile"},"content":{"rendered":"
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Explainable intelligent systems<\/h2>\n<\/div>\n<\/div>\n\n\n\n
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Prof. Dr. Eng. Adrian Groza<\/h3>\n\n\n\n

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

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Assoc. Prof. Dr. Eng. Radu Sl\u0103vescu<\/h3>\n\n\n\n

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

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Assist. Prof. Dr. Eng. Cristina Feier<\/h3>\n\n\n\n

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

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Prof. Dr. Radu Peter<\/h3>\n\n\n\n

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

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Eng. Adrian Pop<\/h3>\n\n\n\n

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

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Eng. Andrei Dumitra\u0219<\/h3>\n\n\n\n

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

Agentic AI for Complex Goals (T1)<\/mark><\/strong><\/p>\n\n\n\n

Research Challenges \/ Novelty \/ Innovation<\/strong>
Challenges: learning from sparse feedback, reasoning in multi-domain contexts (engineering, medicine, logistics), robust agent cooperation: value alignment, conflict resolution, avoiding systemic errors<\/p>\n\n\n\n

Research results:<\/strong>
\u2022 Development of a robust design framework for Agentic AI (<\/strong>Ontology of errors, design pattern and agent interaction library, unified LLM + knowledge graph integration pipeline.)<\/strong><\/p>\n\n\n\n

Innovate:<\/strong>
\u2022 AI Agentic Paradigm focused on complex goals, hierarchical planning, and self-adaptation.
\u2022 Combining Symbolic and Parametric AI paradigms (LLMs + ontologies\/graphs).<\/p>\n\n\n\n

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Eye-on-AI: Explaining Automated and Semi-Automated Diagnostic Models in Medicine (T5)<\/mark><\/strong><\/p>\n\n\n\n

Research Challenges \/ Novelty \/ Innovation<\/strong>
Understanding disease mechanisms requires integrating biomedical knowledge with symbolic and probabilistic AI.
\u2022 Major challenges in the explainability of AI decisions in medicine: lack of alignment with clinical reasoning, explanatory biases, heterogeneous data, lack of standardization.<\/p>\n\n\n\n

Research results:<\/strong>
\u2022 Creation of a benchmark set for testing hypotheses and explanations
\u2022 Building an interactive XAI demonstrator\/dashboard for doctors
\u2022 Publishing an open library with XAI methods adapted for the medical context
\u2022 2 prototypes<\/p>\n\n\n\n

Innovate:<\/strong>
\u2022 Unified approach \u201esystems biology\u201d<\/strong> applied to studies omics<\/em>(in specialized proteomics), for clarification of contextual mechanisms in eye diseases.<\/p>","protected":false},"excerpt":{"rendered":"

Sisteme inteligente explicabile Prof. dr. ing. Adrian Groza Team Leader Conf. dr. ing. Radu Sl\u0103vescu Expert senior \u0218.l. dr. ing. Cristina Feier Expert senior Prof. dr. mat. Radu Peter Expert senior ing. Adrian Pop Expert junior ing. Andrei Dumitra\u0219 Expert junior Agentic AI for Complex Goals (T1) Provoc\u0103ri \u00een cercetare \/ Noutate \/ InovareProvocari: inv\u0103\u021bare… <\/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-1012","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1012","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=1012"}],"version-history":[{"count":40,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1012\/revisions"}],"predecessor-version":[{"id":1436,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1012\/revisions\/1436"}],"wp:attachment":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/media?parent=1012"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}