An Abstract Framework for Agent-Based Explanations in AI

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Giovanni Ciatto, Davide Calvaresi, Michael I. Schumacher, Andrea Omicini
Amal El Fallah Seghrouchni, Gita Sukthankar, Bo An, Neil Yorke-Smith (eds.)
19th International Conference on Autonomous Agents and MultiAgent Systems, pages 1816–1818
International Foundation for Autonomous Agents and Multiagent Systems
May 2020

We propose an abstract framework for XAI based on MAS encompassing the main definitions and results from the literature, focussing on the key notions of interpretation and explanation.

keywords   Abstract Framework, Multi-Agent Systems, XAI
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page_white_acrobat Proceedings of the 19th International Conference on Autonomous Agents and Multiagent Systems (edited volume, 2020) — Amal El Fallah Seghrouchni, Gita Sukthankar, Bo An, Neil Yorke-Smith
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page_white_powerpoint An Abstract Framework for Agent-Based Explanations in AI (AAMAS 2020, 09/05/2020) — Giovanni Ciatto (Giovanni Ciatto, Davide Calvaresi, Michael I. Schumacher, Andrea Omicini)
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page_white_acrobat Agent-Based Explanations in AI: Towards an Abstract Framework (paper in proceedings, 2020) — Giovanni Ciatto, Michael I. Schumacher, Andrea Omicini, Davide Calvaresi