Explainable, 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 Främling
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| Autore: |
Calvaresi Davide
|
| Titolo: |
Explainable, 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 Främling
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| Pubblicazione: | Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2026 |
| Edizione: | 1st ed. 2026. |
| Descrizione fisica: | 1 online resource (352 pages) |
| Disciplina: | 006.31 |
| Soggetto topico: | Machine 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 | |
| Altri autori: |
NajjarAmro
OmiciniAndrea
AydoganReyhan
CarliRachele
CiattoGiovanni
TiribelliSimona
ämlingKary
|
| Nota di contenuto: | 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. |
| Sommario/riassunto: | 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. |
| Titolo autorizzato: | Explainable, Trustworthy, and Responsible AI and Multi-Agent Systems |
| ISBN: | 3-032-01399-2 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9911047673103321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
Lecture Notes in Artificial Intelligence, . 2945-9141 ; ; 15936