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5th EXTRAAMAS 2023: London, UK
- Davide Calvaresi, Amro Najjar, Andrea Omicini, Reyhan Aydogan, Rachele Carli, Giovanni Ciatto, Yazan Mualla, Kary Främling:
Explainable and Transparent AI and Multi-Agent Systems - 5th International Workshop, EXTRAAMAS 2023, London, UK, May 29, 2023, Revised Selected Papers. Lecture Notes in Computer Science 14127, Springer 2023, ISBN 978-3-031-40877-9
Explainable Agents and Multi-Agent Systems
- Ahmad Alelaimat, Aditya Ghose, Hoa Khanh Dam:
Mining and Validating Belief-Based Agent Explanations. 3-17 - Michael Winikoff, Galina Sidorenko:
Evaluating a Mechanism for Explaining BDI Agent Behaviour. 18-37 - Giovanni Ciatto, Matteo Magnini, Berk Buzcu, Reyhan Aydogan, Andrea Omicini:
A General-Purpose Protocol for Multi-agent Based Explanations. 38-58 - Yifan Xu, Joe Collenette, Louise A. Dennis, Clare Dixon:
Dialogue Explanations for Rule-Based AI Systems. 59-77 - Saaduddin Mahmud, Samer B. Nashed, Claudia V. Goldman, Shlomo Zilberstein:
Estimating Causal Responsibility for Explaining Autonomous Behavior. 78-94
Explainable Machine Learning
- Andrea Agiollo, Luciano Cavalcante Siebert, Pradeep Kumar Murukannaiah, Andrea Omicini:
The Quarrel of Local Post-hoc Explainers for Moral Values Classification in Natural Language Processing. 97-115 - Federico Sabbatini, Roberta Calegari:
Bottom-Up and Top-Down Workflows for Hypercube- And Clustering-Based Knowledge Extractors. 116-129 - Sumanta Dey, Sharat Bhat, Pallab Dasgupta, Soumyajit Dey:
Imperative Action Masking for Safe Exploration in Reinforcement Learning. 130-142 - Fumito Uwano, Keiki Takadama:
Reinforcement Learning in Cyclic Environmental Changes for Agents in Non-Communicative Environments: A Theoretical Approach. 143-159 - Andreas Kontogiannis, George A. Vouros:
Inherently Interpretable Deep Reinforcement Learning Through Online Mimicking. 160-179 - Kary Främling:
Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility. 180-184
Cross-Domain Applied XAI
- Victor Contreras, Andrea Bagante, Niccolò Marini, Michael Schumacher, Vincent Andrearczyk, Davide Calvaresi:
Explanation Generation via Decompositional Rules Extraction for Head and Neck Cancer Classification. 187-211 - Joris Hulstijn, Igor Tchappi, Amro Najjar, Reyhan Aydogan:
Metrics for Evaluating Explainable Recommender Systems. 212-230 - Ahmad Alelaimat, Aditya Ghose, Hoa Khanh Dam:
Leveraging Imperfect Explanations for Plan Recognition Problems. 231-248 - Rachele Carli, Davide Calvaresi:
Reinterpreting Vulnerability to Tackle Deception in Principles-Based XAI for Human-Computer Interaction. 249-269 - Matija Franklin, David A. Lagnado, Chulhong Min, Akhil Mathur, Fahim Kawsar:
Enhancing Wearable Technologies for Dementia Care: A Cognitive Architecture Approach. 270-280
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