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Explainable, Transparent Autonomous Agents and Multi-Agent Systems [electronic resource] : Second International Workshop, EXTRAAMAS 2020, Auckland, New Zealand, May 9-13, 2020, Revised Selected Papers / edited by Davide Calvaresi, Amro Najjar, Michael Winikoff, Kary Främling.

Contributor(s): Calvaresi, Davide [editor.] | Najjar, Amro [editor.] | Winikoff, Michael [editor.] | Främling, Kary [editor.] | SpringerLink (Online service).
Material type: materialTypeLabelBookSeries: Lecture Notes in Artificial Intelligence: 12175Publisher: Cham : Springer International Publishing : Imprint: Springer, 2020Edition: 1st ed. 2020.Description: X, 155 p. 63 illus., 27 illus. in color. online resource.Content type: text Media type: computer Carrier type: online resourceISBN: 9783030519247.Subject(s): Multiagent systems | Artificial intelligence | Database management | Computer engineering | Computer networks  | Social sciences -- Data processing | Multiagent Systems | Artificial Intelligence | Database Management System | Computer Engineering and Networks | Computer Application in Social and Behavioral SciencesAdditional physical formats: Printed edition:: No title; Printed edition:: No titleDDC classification: 006.30285436 Online resources: Click here to access online
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.
In: Springer Nature eBookSummary: 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.
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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.

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.

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