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Reasoning about causality in games

Abstract:

Causal reasoning and game-theoretic reasoning are fundamental topics in artificial intelligence, among many other disciplines: this paper is concerned with their intersection. Despite their importance, a formal framework that supports both these forms of reasoning has, until now, been lacking. We offer a solution in the form of (structural) causal games, which can be seen as extending Pearl's causal hierarchy to the game-theoretic domain, or as extending Koller and Milch's multi-a...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1016/j.artint.2023.103919

Authors


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Institution:
University of Oxford
Division:
MPLS
Department:
Computer Science
Role:
Author
ORCID:
0000-0003-1695-0871
More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Computer Science
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Computer Science
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Statistics
Role:
Author
Publisher:
Elsevier
Journal:
Artificial Intelligence More from this journal
Volume:
320
Article number:
103919
Publication date:
2023-04-05
Acceptance date:
2023-04-02
DOI:
ISSN:
0004-3702
Language:
English
Keywords:
Pubs id:
1337391
Local pid:
pubs:1337391
Deposit date:
2023-04-14

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