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Out of Control: Reducing Probabilistic Models by Control-State Elimination

Talkat VMCAI 2022 · 2022-01-16..01-18
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Presents a program-level reduction technique for PRISM-style probabilistic models that eliminates control states by computing summary behavior of adjacent control-flow locations. It treats finite-domain program variables as alternative program counters, performs property-directed, fully automatic reductions that preserve the operational semantics, and supports unspecified parameters to shrink the resulting Markov chain before model checking.

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