TY - BOOK AU - Calvaresi,Davide AU - Najjar,Amro AU - Omicini,Andrea AU - Aydogan,Reyhan AU - Carli,Rachele AU - Ciatto,Giovanni AU - Mualla,Yazan AU - Främling,Kary TI - Explainable and Transparent AI and Multi-Agent Systems: 5th International Workshop, EXTRAAMAS 2023, London, UK, May 29, 2023, Revised Selected Papers T2 - Lecture Notes in Artificial Intelligence, SN - 9783031408786 U1 - 630,285,436 23 PY - 2023/// CY - Cham PB - Springer Nature Switzerland, Imprint: Springer KW - Multiagent systems KW - Machine learning KW - Compilers (Computer programs) KW - Natural language processing (Computer science) KW - Computer science KW - Computers, Special purpose KW - Multiagent Systems KW - Machine Learning KW - Compilers and Interpreters KW - Natural Language Processing (NLP) KW - Theory of Computation KW - Special Purpose and Application-Based Systems N1 - Explainable Agents and multi-agent systems -- Mining and Validating Belief-based Agent Explanations -- Evaluating a mechanism for explaining BDI agent behaviour -- A General-Purpose Protocol for Multi-Agent based Explanations -- Dialogue Explanations for Rules-based AI Systems -- Estimating Causal Responsibility for Explaining Autonomous Behavior -- Explainable Machine Learning -- The Quarrel of Local Post-hoc Explainers for Moral Values Classification in Natural Language Processing -- Bottom-Up and Top-Down Workflows for Hypercube- and Clustering-based Knowledge Extractors -- Imperative Action Masking for Safe Exploration in Reinforcement Learning -- Reinforcement Learning in Cyclic Environmental Change for Non-Communicative Agents: A Theoretical Approach -- Inherently Interpretable Deep Reinforcement Learning through Online Mimicking -- Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility -- Cross-domain applied XAI -- Explanation Generation via Decompositional Rules Extraction for Head and Neck Cancer Classification -- Metrics for Evaluating Explainable Recommender Systems -- Leveraging Imperfect Explanations for Plan Recognition Problems -- Reinterpreting Vulnerability to Tackle Deception in Principles-Based XAI for Human-Computer Interaction -- Using Cognitive Models and Wearables to Diagnose and Predict Dementia Patient Behaviour N2 - This volume LNCS 14127 constitutes the refereed proceedings of the 5th International Workshop, EXTRAAMAS 2023, held in London, UK, in May 2023. The 15 full papers presented together with 1 short paper were carefully reviewed and selected from 26 submissions. The workshop focuses on Explainable Agents and multi-agent systems; Explainable Machine Learning; and Cross-domain applied XAI. UR - https://doi.org/10.1007/978-3-031-40878-6 ER -