Explainable, Transparent Autonomous Agents and Multi-Agent Systems〈1st ed. 2020〉 : Second International Workshop, EXTRAAMAS 2020, Auckland, New Zealand, May 9–13, 2020, Revised Selected Papers

著者名：Calvaresi, Davide (EDT)/Najjar, Amro (EDT)/Winikoff, Michael (EDT)/Främling, Kary (EDT)

Springer（2020/07/07発売）

• 言語：ENG
• ISBN：9783030519230
• eISBN：9783030519247

Description

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

​Explainable Agents.- Agent-Based Explanations in AI: Towards an Abstract Framework.-  Agent EXPRI: Licence to Explain.- In-time Explainability in Multi-Agent Systems: Challenges, Opportunities, and Roadmap.- Cross Disciplinary XAI.- Decision Theory Meets Explainable AI.- Towards the Role of Theory of Mind in Explanation.- A Situation Awareness-Based Framework for Design and Evaluation of Explainable AI.- Explainable Machine Learning.- Towards Demystifying Subliminal Persuasiveness - Using XAI-Techniques to Highlight Persuasive Markers of Public Speeches.- Explainable Agents for Less Bias in Human-Agent Decision Making.- Demos.- Explainable Agents as Static Web Pages: A UAV Simulation Example.