No good Markov strategies for Büchi objectives in countable MDPs

Abstract We study countably infinite Markov decision processes with Büchi objectives, which ask to visit a given subset of states infinitely often. A question left open by T.P. Hill (1979) is whether there always exist $$\varepsilon $$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mi>ε</mml:mi> </mml:math> -optimal Markov strategies, i.e., strategies that base decisions only on the current state and on the clock (the number of steps taken so far). We provide a negative answer to this question by constructing a non-trivial counterexample.

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Journal
Annals of Operations Research
Published
2026-05-09
DOI
https://doi.org/10.1007/s10479-026-07226-6
Primary Topic
Formal Methods in Verification
Type
article
Field-Weighted Citation Impact
0.00

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article

No good Markov strategies for Büchi objectives in countable MDPs

Mahsa Shirmohammadi, Stefan Kiefer, Patrick Totzke, Richard Mayr
Annals of Operations Research
Formal Methods in Verification
article

No good Markov strategies for Büchi objectives in countable MDPs

Mahsa Shirmohammadi, Stefan Kiefer, Patrick Totzke, Richard Mayr
article en

Abstract

Abstract We study countably infinite Markov decision processes with Büchi objectives, which ask to visit a given subset of states infinitely often. A question left open by T.P. Hill (1979) is whether there always exist $$\varepsilon $$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mi>ε</mml:mi> </mml:math> -optimal Markov strategies, i.e., strategies that base decisions only on the current state and on the clock (the number of steps taken so far). We provide a negative answer to this question by constructing a non-trivial counterexample.

Annals of Operations Research
Centre National de la Recherche Scientifique (FR), University of Liverpool (GB), University of Oxford (GB), Institut de Recherche en Informatique Fondamentale (FR), University of Edinburgh (GB)
Agence Nationale de la Recherche, Engineering and Physical Sciences Research Council
Peace, Justice and strong institutions
Openalex Percentile: Top 4%
Formal Methods in Verification
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