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20202026
most citedScalable Verification of Quantized Neural Networks (Technical Report)

4 citations · 17 across the 19 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

eess.SY2024

Predictive Monitoring of Black-Box Dynamical Systems

Thomas A. Henzinger, Fabian Kresse, Kaushik Mallik +2

We study the problem of predictive runtime monitoring of black-box dynamical systems with quantitative safety properties. The black-box setting stipulates that the exact semantics…

cs.LO2024

Quantified Linear and Polynomial Arithmetic Satisfiability via Template-based Skolemization

Krishnendu Chatterjee, Ehsan Kafshdar Goharshady, Mehrdad Karrabi +3

The problem of checking satisfiability of linear real arithmetic (LRA) and non-linear real arithmetic (NRA) formulas has broad applications, in particular, they are at the heart of…

cs.LG2024

Neural Control and Certificate Repair via Runtime Monitoring

Emily Yu, Đorđe Žikelić, Thomas A. Henzinger

Learning-based methods provide a promising approach to solving highly non-linear control tasks that are often challenging for classical control methods. To ensure the satisfaction…

cs.AI2024

Certified Policy Verification and Synthesis for MDPs under Distributional Reach-avoidance Properties

S. Akshay, Krishnendu Chatterjee, Tobias Meggendorfer +1

Markov Decision Processes (MDPs) are a classical model for decision making in the presence of uncertainty. Often they are viewed as state transformers with planning objectives defi…

cs.PL2024

Sound and Complete Witnesses for Template-based Verification of LTL Properties on Polynomial Programs

Krishnendu Chatterjee, Amir Kafshdar Goharshady, Ehsan Kafshdar Goharshady +2

We study the classical problem of verifying programs with respect to formal specifications given in the linear temporal logic (LTL). We first present novel sound and complete witne…