Tractable relational probabilistic hyperproperties for MDPs are identified with efficient algorithms for probability-equality queries on reachability and omega-regular events, plus hardness results and a fast implementation.
31 Arnd Hartmanns and Benjamin Lucien Kaminski
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Introduces and implements confidence sequences for online statistical model checking of MDPs that require 50x fewer samples than prior state-of-the-art union-bound approaches.
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Confidence Sequences for Online Statistical Model Checking of Markov Decision Processes
Introduces and implements confidence sequences for online statistical model checking of MDPs that require 50x fewer samples than prior state-of-the-art union-bound approaches.