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Titlebook: Verification, Model Checking, and Abstract Interpretation; 23rd International C Bernd Finkbeiner,Thomas Wies Conference proceedings 2022 Sp

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0302-9743 AI 2022, which took place in Philadelphia, PA, USA, in January 2022..The 22 papers presented in this volume were carefully reviewed from 48 submissions. VMCAI provides a forum for researchers working on verification, model checking, and abstract interpretation and facilitates interaction, cross-fert
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Gradient-Descent for Randomized Controllers Under Partial Observability,ore, it investigates varieties of gradient descent techniques from the machine learning community to synthesize the probabilities in a pMC. The resulting method scales to significantly larger pMCs than before and empirically outperforms the state-of-the-art, often by at least one order of magnitude.
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A Flow-Insensitive-Complete Program Representation, correct program transformation that reconciles them for any analysis. We formalize the notion of Flow-Insensitive-Completeness with two collecting semantics and provide a program transformation that permits to analyze a program in a flow insensitive manner without sacrificing the precision we could obtain with a flow sensitive approach.
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