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An Abstract Framework for Agent-Based Explanations in AI

Giovanni Ciatto, Davide Calvaresi, Michael I. Schumacher, Andrea Omicini
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
19th International Conference on Autonomous Agents and MultiAgent Systems, AAMAS '20, pages 1816-1818, May 2020, International Foundation for Autonomous Agents and Multiagent Systems
Extended Abstract 
@inproceedings{agentbasedxai-aamas2020,
	AcmId = {10.5555/3398761.3398992},
	Author = {Ciatto, Giovanni and Calvaresi, Davide and Schumacher, Michael I. and Omicini, Andrea},
	Booktitle = {19th International Conference on Autonomous Agents and MultiAgent Systems},
	DblpId = {conf/atal/CiattoCSO20},
	Isbn = {978-1-4503-7518-4},
	Issn = {2523-5699},
	Keywords = {Abstract Framework; Multi-Agent Systems; XAI},
	Location = {Auckland, New Zeland},
	Month = may,
	Note = {Extended Abstract},
	Numpages = 3,
	Pages = {1816--1818},
	Publisher = {International Foundation for Autonomous Agents and Multiagent Systems},
	ScholarId = {6887880147832489319},
	Title = {An Abstract Framework for Agent-Based Explanations in {AI}},
	Url = {http://ifaamas.org/Proceedings/aamas2020/pdfs/p1816.pdf},
	Year = 2020}