Deciding Fast Termination for Probabilistic VASS with Nondeterminism
A probabilistic vector addition system with states (pVASS) is a finite state Markov process augmented with non-negative integer counters that can be incremented or decremented during each state transition, blocking any behaviour that would cause a counter to decrease below zero. The pVASS can be use...
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Zusammenfassung: | A probabilistic vector addition system with states (pVASS) is a finite state
Markov process augmented with non-negative integer counters that can be
incremented or decremented during each state transition, blocking any behaviour
that would cause a counter to decrease below zero. The pVASS can be used as
abstractions of probabilistic programs with many decidable properties. The use
of pVASS as abstractions requires the presence of nondeterminism in the model.
In this paper, we develop techniques for checking fast termination of pVASS
with nondeterminism.
That is, for every initial configuration of size n, we consider the worst
expected number of transitions needed to reach a configuration with some
counter negative (the expected termination time). We show that the problem
whether the asymptotic expected termination time is linear is decidable in
polynomial time for a certain natural class of pVASS with nondeterminism.
Furthermore, we show the following dichotomy: if the asymptotic expected
termination time is not linear, then it is at least quadratic, i.e., in
$\Omega(n^2)$. |
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DOI: | 10.48550/arxiv.1907.11010 |