04623nam 22008055 450 99669167540331620251010131455.03-032-01399-210.1007/978-3-032-01399-6(MiAaPQ)EBC32337118(Au-PeEL)EBL32337118(CKB)41597858300041(DE-He213)978-3-032-01399-6(OCoLC)1547899554(EXLCZ)994159785830004120251010d2026 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierExplainable, Trustworthy, and Responsible AI and Multi-Agent Systems 7th International Workshop, EXTRAAMAS 2025, Detroit, MI, USA, May 19–20, 2025, Revised Selected Papers /edited by Davide Calvaresi, Amro Najjar, Andrea Omicini, Reyhan Aydogan, Rachele Carli, Giovanni Ciatto, Simona Tiribelli, Kary Främling1st ed. 2026.Cham :Springer Nature Switzerland :Imprint: Springer,2026.1 online resource (352 pages)Lecture Notes in Artificial Intelligence,2945-9141 ;159363-032-01398-4 AI Interpretation & Social Dimensions -- Enhancing Surrogate Decision Trees for Reinforcement Learning with Feature Importance Matrices -- Exploiting Constraint Reasoning to Build Graphical Explanations for Mixed-Integer Linear Programming -- Explaining Autonomous Vehicles with Intention-aware Policy Graphs -- Social Explainable AI: What Is It and How to Make It Happen with CIU?- LLMs & Generative AI in XAI -- Evaluating Prompt Engineering Techniques for Accuracy and Confidence Elicitation in Medical LLMs -- LLM-based Evaluation Methodology of Explanation Strategies -- LLM-based Evaluation Methodology of Explanation Strategies -- Agent Architectures & Inter-Agent Explainability -- Ladder of Intentions: Unifying Agent Architectures for Explainability and Transferability -- Engineering Inter-Agent Explainability in BDI Agents -- Human-XAI Interaction, Quality & Ethics -- Beyond Satisfaction: From Placebic to Actionable Explanations For Enhanced Understandability -- Building a Decolonized AI Ethics and Governance Framework -- Balancing Ethical Persuasion and Explanation Transparency in XAI -- Designing for Effective Human-XAI Inter-action.This book constitutes the refereed post-conference proceedings of the 7th International Workshop on Explainable and Transparent AI and Multi-Agent Systems, EXTRAAMAS 2025, held in Detroit, MI, USA, during May 19-20, 2025. The 12 full papers and 1 short paper included in this book were carefully reviewed and selected from 23 submissions. They were organized in topical sections as follows: AI interpretation & social dimensions; LLMs & generative AI in XAI; agent architectures & inter-agent explainability; and human-XAI interaction, quality & ethics.Lecture Notes in Artificial Intelligence,2945-9141 ;15936Machine learningCompilers (Computer programs)Natural language processing (Computer science)Computer scienceComputers, Special purposeMultiagent systemsMachine LearningCompilers and InterpretersNatural Language Processing (NLP)Theory of ComputationSpecial Purpose and Application-Based SystemsMultiagent SystemsMachine learning.Compilers (Computer programs)Natural language processing (Computer science)Computer science.Computers, Special purpose.Multiagent systems.Machine Learning.Compilers and Interpreters.Natural Language Processing (NLP).Theory of Computation.Special Purpose and Application-Based Systems.Multiagent Systems.006.31Calvaresi Davide1426774Najjar Amro1426775Omicini Andrea1310442Aydogan Reyhan1426776Carli Rachele1426777Ciatto Giovanni1426778Tiribelli Simona1777552ämling Kary1426780MiAaPQMiAaPQMiAaPQBOOK996691675403316Explainable, Trustworthy, and Responsible AI and Multi-Agent Systems4466429UNISA