Explainable, Transparent Autonomous Agents and Multi-Agent Systems: Second International Workshop, EXTRAAMAS 2020, Auckland, New Zealand, May 9–13, 2020, Revised Selected Papers

✍ Scribed by Davide Calvaresi, Amro Najjar, Michael Winikoff, Kary Främling

Publisher: Springer International Publishing;Springer
Year: 2020
Tongue: English
Leaves: 161
Series: Lecture Notes in Computer Science 12175
Edition: 1st ed.
Category: Library

No coin nor oath required. For personal study only.

✦ Synopsis

This book constitutes the proceedings of the Second International Workshop on Explainable, Transparent Autonomous Agents and Multi-Agent Systems, EXTRAAMAS 2020, which was due to be held in Auckland, New Zealand, in May 2020. The conference was held virtually due to the COVID-19 pandemic.
The 8 revised and extended papers were carefully selected from 20 submissions and are presented here with one demo paper. The papers are organized in the following topical sections: explainable agents; cross disciplinary XAI; explainable machine learning; demos.

✦ Table of Contents

Front Matter ....Pages i-x
Front Matter ....Pages 1-1
Agent-Based Explanations in AI: Towards an Abstract Framework (Giovanni Ciatto, Michael I. Schumacher, Andrea Omicini, Davide Calvaresi)....Pages 3-20
Agent EXPRI: Licence to Explain (Francesca Mosca, Ştefan Sarkadi, Jose M. Such, Peter McBurney)....Pages 21-38
In-Time Explainability in Multi-Agent Systems: Challenges, Opportunities, and Roadmap (Francesco Alzetta, Paolo Giorgini, Amro Najjar, Michael I. Schumacher, Davide Calvaresi)....Pages 39-53
Front Matter ....Pages 55-55
Decision Theory Meets Explainable AI (Kary Främling)....Pages 57-74
Towards the Role of Theory of Mind in Explanation (Maayan Shvo, Toryn Q. Klassen, Sheila A. McIlraith)....Pages 75-93
A Situation Awareness-Based Framework for Design and Evaluation of Explainable AI (Lindsay Sanneman, Julie A. Shah)....Pages 94-110
Front Matter ....Pages 111-111
Towards Demystifying Subliminal Persuasiveness: Using XAI-Techniques to Highlight Persuasive Markers of Public Speeches (Klaus Weber, Lukas Tinnes, Tobias Huber, Alexander Heimerl, Marc-Leon Reinecker, Eva Pohlen et al.)....Pages 113-128
Explainable Agents for Less Bias in Human-Agent Decision Making (Avleen Malhi, Samanta Knapic, Kary Främling)....Pages 129-146
Front Matter ....Pages 147-147
Explainable Agents as Static Web Pages: UAV Simulation Example (Yazan Mualla, Timotheus Kampik, Igor H. Tchappi, Amro Najjar, Stéphane Galland, Christophe Nicolle)....Pages 149-154
Back Matter ....Pages 155-155

✦ Subjects

Computer Science; Information Systems and Communication Service; Computer Systems Organization and Communication Networks; Computer Appl. in Social and Behavioral Sciences

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