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cs.AI2024
Robust Markov Decision Processes: A Place Where AI and Formal Methods Meet
Marnix Suilen, Thom Badings, Eline M. Bovy +2
Markov decision processes (MDPs) are a standard model for sequential decision-making problems and are widely used across many scientific areas, including formal methods and artific…
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…