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Causality in Multi-Agent Systems

Title: Causality in Multi-Agent Systems
Authors: Kerkhove, Sylvia S.; Sub Intelligent Systems; Vorobeychik, Yevgeniy; Das, Sanmay; Nowe, Ann
Publication Year: 2025
Subject Terms: Causality; Multi-Agent Systems; Strategic Behaviour; Artificial Intelligence; Software; Control and Systems Engineering
Description: Over the last couple of years, causality has become of bigger interest to the AI community. It has, among other things, been used to generate explanations of black-box models. Despite this interest, research into causality in strategic multi-agent systems settings has been lacking. This project intends to develop methods to study causality in multi-agent systems, with the goal of determining accountability of system outcomes. In order to do this, we first discuss what we understand by causality. We then introduce a first attempt at developing a causal model for a strategic multi-agent setting. Finally, we discuss how causal questions could be answered more efficiently using abstraction techniques.
Document Type: book part
File Description: application/pdf
Language: English
ISSN: 1548-8403
Relation: https://dspace.library.uu.nl/handle/1874/482992
Availability: https://dspace.library.uu.nl/handle/1874/482992
Rights: info:eu-repo/semantics/OpenAccess
Accession Number: edsbas.932D0EC2
Database: BASE