Titlebook: Static Analysis; 27th International S David Pichardie,Mihaela Sighireanu Conference proceedings 2020 Springer Nature Switzerland AG 2020 lo

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Farkas-Based Tree Interpolationlemma, is a central tool for efficient over-approximation. Recent advances in LRA interpolation have resulted in a range of promising interpolation algorithms with so far poorly understood properties. In this work we study the Farkas-based algorithms with respect to tree interpolation, a practically

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0302-9743 g; deductive methods; emerging applications; model-checking; program transformations; predicate abstraction; security analysis; tool environments and architectures; and type checking. .. .Due to the Corona pandemic this event was held virtually.978-3-030-65473-3978-3-030-65474-0Series ISSN 0302-9743 Series E-ISSN 1611-3349

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Abstract Neural Networksnterval domain and ReLU activation function. Our framework can be instantiated with other abstract domains such as octagons and polyhedra, as well as other activation functions such as Leaky ReLU, Sigmoid, and Hyperbolic Tangent.

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Formal Framework for Reasoning About the Precision of Dynamic Analysisterisation of the notion of coverage relatively to a given (fixed) observation for dynamic program analysis and we show how this coverage can be changed by semantic preserving code transformations. Once again, as well as in the case of static program analysis and abstract interpretation, also for dy

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Simple and Efficient Computation of Minimal Weak Control Closureich has the quadratic worst-case complexity and proved the correctness of our algorithms. We implemented ours and the state-of-the-art algorithms in the Clang/LLVM compiler framework and run experiments on a number of SPEC CPU 2017 benchmarks. Our method performs a maximum of 23.8 times and on avera

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A Library Modeling Language for the Static Analysis of C Programsnimal effort. Notably, it was sufficient to add only a handful transfer functions (including very selective support for quantifiers) to achieve a sound and precise analysis. We modeled a large part of the GNU C library and C execution environment in our language, including the manipulation of unboun