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eess.SY2022
Conformal Quantitative Predictive Monitoring of STL Requirements for Stochastic Processes
Francesca Cairoli, Nicola Paoletti, Luca Bortolussi
We consider the problem of predictive monitoring (PM), i.e., predicting at runtime the satisfaction of a desired property from the current system's state. Due to its relevance for…
cs.LG2022
Scalable Stochastic Parametric Verification with Stochastic Variational Smoothed Model Checking
Luca Bortolussi, Francesca Cairoli, Ginevra Carbone +1
Parametric verification of linear temporal properties for stochastic models can be expressed as computing the satisfaction probability of a certain property as a function of the pa…