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Probabilistic strategy logic

Abstract:

We introduce Probabilistic Strategy Logic, an extension of Strategy Logic for stochastic systems. The logic has probabilistic terms that allow it to express many standard solution concepts, such as Nash equilibria in randomised strategies, as well as constraints on probabilities, such as independence. We study the model-checking problem for agents with perfect- and imperfect-recall. The former is undecidable, while the latter is decidable in space exponential in the system and triple-exponential in the formula. We identify a natural fragment of the logic, in which every temporal operator is immediately preceded by a probabilistic operator, and show that it is decidable in space exponential in the system and the formula, and double-exponential in the nesting depth of the probabilistic terms. Taking a fixed nesting depth, this gives a fragment that still captures many standard solution concepts, and is decidable in exponential space.

Publication status:
Published
Peer review status:
Reviewed (other)

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Publisher copy:
10.24963/ijcai.2019/5

Authors


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Institution:
University of Oxford
Division:
MPLS
Department:
Computer Science
Oxford college:
Trinity College
Role:
Author


Publisher:
IJCAI
Journal:
Artificial Intelligence More from this journal
Pages:
32-38
Series:
International Joint Conferences on Artifical Intelligence
Publication date:
2019-08-16
Acceptance date:
2019-05-10
DOI:
ISBN:
9780999241141


Keywords:
Pubs id:
pubs:1003054
UUID:
uuid:de27028e-ca1d-464b-b826-009a51cb398b
Local pid:
pubs:1003054
Source identifiers:
1003054
Deposit date:
2019-06-06

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