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Mingshuai Chen

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Preguss: It Analyzes, It Specifies, It VerifiesLMPL 20252025-10-12
Preguss decomposes large verification tasks into small VUnits that contain only a guard assertion and minimal context, uses static analysis (RTE alarms) to…
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Exact Bayesian Inference for Loopy Probabilistic Programs Using Generating FunctionsOOPSLA 20242024-10-20
Claims exact Bayesian posteriors for probabilistic programs with unbounded loops and conditioning by giving a denotational semantics based on extended…
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Lower Bounds for Possibly Divergent Probabilistic ProgramsOOPSLA 20232023-10-23
A proof rule called guard strengthening gives sound lower bounds for weakest preexpectations of possibly divergent probabilistic loops by replacing loop guards…
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Exact Probabilistic Inference Using Generating FunctionsLAFI 20232023-01-15
Generative-function semantics represent discrete program distributions as formal power series and use multiplicative inverses to get closed-form fractions…
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