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. © 2019 International Joint Conferences on Artificial Intelligence. All rights reserved.

Probabilistic strategy logic / Aminof, B.; Kwiatkowska, M.; Maubert, B.; Murano, A.; Rubin, S.. - In: IJCAI. - ISSN 1045-0823. - 2019-August:(2019), pp. 32-38. (Intervento presentato al convegno International Joint Conference on Artificial Intelligence) [10.24963/ijcai.2019/5].

Probabilistic strategy logic

Maubert, B.;Murano, A.;Rubin, S.
2019

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. © 2019 International Joint Conferences on Artificial Intelligence. All rights reserved.
2019
Probabilistic strategy logic / Aminof, B.; Kwiatkowska, M.; Maubert, B.; Murano, A.; Rubin, S.. - In: IJCAI. - ISSN 1045-0823. - 2019-August:(2019), pp. 32-38. (Intervento presentato al convegno International Joint Conference on Artificial Intelligence) [10.24963/ijcai.2019/5].
File in questo prodotto:
Non ci sono file associati a questo prodotto.

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11588/828103
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 25
  • ???jsp.display-item.citation.isi??? ND
social impact