1.

Record Nr.

UNISA996691675403316

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

Pubbl/distr/stampa

Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2026

ISBN

3-032-01399-2

Edizione

[1st ed. 2026.]

Descrizione fisica

1 online resource (352 pages)

Collana

Lecture Notes in Artificial Intelligence, , 2945-9141 ; ; 15936

Altri autori (Persone)

NajjarAmro

OmiciniAndrea

AydoganReyhan

CarliRachele

CiattoGiovanni

TiribelliSimona

ämlingKary

Disciplina

006.31

Soggetti

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

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

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.