AINeutralarXiv – CS AI · 4h ago6/10
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Confidence Sequences for Online Statistical Model Checking of Markov Decision Processes
Researchers present new confidence sequence methods for statistical model checking of Markov decision processes in online settings, achieving 50x sample efficiency improvements over previous approaches. The work addresses the practical problem of obtaining meaningful guarantees when exact transition probabilities are unknown, with applications to cyber-physical and biological systems.