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eess.SY2024★ 2 cited
Learning Algorithms for Verification of Markov Decision Processes
Tomáš Brázdil, Krishnendu Chatterjee, Martin Chmelik +6
We present a general framework for applying learning algorithms and heuristical guidance to the verification of Markov decision processes (MDPs). The primary goal of our techniques…
eess.SY2014★ 3 cited
Temporal Logic Control for Stochastic Linear Systems using Abstraction Refinement of Probabilistic Games
Maria Svorenova, Jan Kretinsky, Martin Chmelik +3
We consider the problem of computing the set of initial states of a dynamical system such that there exists a control strategy to ensure that the trajectories satisfy a temporal lo…