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To Proof Maintenance & Beyond!

642 papers · page 1 of 33

1-2-3-Go! Policy Synthesis for Parameterized Markov Decision Processes via Decision-Tree Learning and Generalization

Muqsit Azeem, Debraj Chakraborty, Sudeep Kanav, Jan Kretínský, MohammadSadegh Mohagheghi, Stefanie Mohr, Maximilian Weininger

Despite the advances in probabilistic model checking, the scalability of the verification methods remains limited. In particular, the state space often becomes extremely large when instantiating parameterized Markov decision processes (MDPs) even with moderate values. Synthesizin…