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cs.LO2026
Complete -Regular Supermartingale Certificates
Alessandro Abate, Mirco Giacobbe, Sergey Ichtchenko +1
We introduce a general methodology for the construction of sound and complete proof rules for the almost-sure and quantitative acceptance of reactivity properties on time-homogeneo…
cs.LO2026
Quantitative Verification with Neural Networks
Alessandro Abate, Alec Edwards, Mirco Giacobbe +2
We present a data-driven approach to the quantitative verification of probabilistic programs and stochastic dynamical models. Our approach leverages neural networks to compute tigh…
cs.LO2025
Quantitative Supermartingale Certificates
Alessandro Abate, Mirco Giacobbe, Diptarko Roy
We introduce a general methodology for quantitative model checking and control synthesis with supermartingale certificates. We show that every specification that is invariant to ti…