Explainable, Transparent Autonomous Agents and Multi-Agent Systems: First International Workshop, EXTRAAMAS 2019, Montreal, QC, Canada, May 13–14, 2019, Revised Selected Papers

Description

This book constitutes the proceedings of the First International Workshop on Explainable, Transparent Autonomous Agents and Multi-Agent Systems, EXTRAAMAS 2019, held in Montreal, Canada, in May 2019. The 12 revised and extended papers presented were carefully selected from 23 submissions. They are organized in topical sections on explanation and transparency; explainable robots; opening the black box; explainable agent simulations; planning and argumentation; explainable AI and cognitive science. Front Matter ....Pages i-x Front Matter ....Pages 1-1 Towards a Transparent Deep Ensemble Method Based on Multiagent Argumentation (Naziha Sendi, Nadia Abchiche-Mimouni, Farida Zehraoui)....Pages 3-21 Effects of Agents’ Transparency on Teamwork (Silvia Tulli, Filipa Correia, Samuel Mascarenhas, Samuel Gomes, Francisco S. Melo, Ana Paiva)....Pages 22-37 Front Matter ....Pages 39-39 Explainable Multi-Agent Systems Through Blockchain Technology (Davide Calvaresi, Yazan Mualla, Amro Najjar, Stéphane Galland, Michael Schumacher)....Pages 41-58 Explaining Sympathetic Actions of Rational Agents (Timotheus Kampik, Juan Carlos Nieves, Helena Lindgren)....Pages 59-76 Conversational Interfaces for Explainable AI: A Human-Centred Approach (Sophie F. Jentzsch, Sviatlana Höhn, Nico Hochgeschwender)....Pages 77-92 Front Matter ....Pages 93-93 Explanations of Black-Box Model Predictions by Contextual Importance and Utility (Sule Anjomshoae, Kary Främling, Amro Najjar)....Pages 95-109 Explainable Artificial Intelligence Based Heat Recycler Fault Detection in Air Handling Unit (Manik Madhikermi, Avleen Kaur Malhi, Kary Främling)....Pages 110-125 Front Matter ....Pages 127-127 Explaining Aggregate Behaviour in Cognitive Agent Simulations Using Explanation (Tobias Ahlbrecht, Michael Winikoff)....Pages 129-146 BEN: An Agent Architecture for Explainable and Expressive Behavior in Social Simulation (Mathieu Bourgais, Patrick Taillandier, Laurent Vercouter)....Pages 147-163 Front Matter ....Pages 165-165 Temporal Multiagent Plan Execution: Explaining What Happened (Gianluca Torta, Roberto Micalizio, Samuele Sormano)....Pages 167-185 Explainable Argumentation for Wellness Consultation (Isabel Sassoon, Nadin Kökciyan, Elizabeth Sklar, Simon Parsons)....Pages 186-202 Front Matter ....Pages 203-203 A Historical Perspective on Cognitive Science and Its Influence on XAI Research (Marcus Westberg, Amber Zelvelder, Amro Najjar)....Pages 205-219 Back Matter ....Pages 221-221